Overview

Brought to you by YData

Dataset statistics

Number of variables	44
Number of observations	7691
Missing cells	7024
Missing cells (%)	2.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.5 MiB
Average record size in memory	338.1 B

Variable types

Numeric	26
Categorical	18

Alerts

`date_of_loss` has a high cardinality: 3175 distinct values	High cardinality
`claim_number` is highly overall correlated with `main_driver` and 3 other fields	High correlation
`tp_type_driver` is highly overall correlated with `claim_number` and 1 other fields	High correlation
`tp_type_pass_back` is highly overall correlated with `tp_injury_whiplash` and 2 other fields	High correlation
`tp_type_pass_front` is highly overall correlated with `tp_injury_whiplash`	High correlation
`tp_type_nk` is highly overall correlated with `claim_number` and 1 other fields	High correlation
`tp_injury_whiplash` is highly overall correlated with `tp_type_pass_back` and 5 other fields	High correlation
`capped_incurred` is highly overall correlated with `capped_incurred_log` and 2 other fields	High correlation
`incurred_log` is highly overall correlated with `capped_incurred` and 2 other fields	High correlation
`capped_incurred_log` is highly overall correlated with `capped_incurred` and 2 other fields	High correlation
`incurred` is highly overall correlated with `capped_incurred` and 2 other fields	High correlation
`notifier` is highly overall correlated with `claim_number`	High correlation
`vehicle_mobile` is highly overall correlated with `time_hour`	High correlation
`time_hour` is highly overall correlated with `vehicle_mobile`	High correlation
`main_driver` is highly overall correlated with `claim_number` and 1 other fields	High correlation
`ph_considered_tp_at_fault` is highly overall correlated with `claim_number` and 1 other fields	High correlation
`tp_type_other` is highly overall correlated with `tp_injury_unclear` and 1 other fields	High correlation
`tp_injury_traumatic` is highly overall correlated with `tp_region_north`	High correlation
`tp_injury_fatality` is highly overall correlated with `tp_region_eastang`	High correlation
`tp_injury_unclear` is highly overall correlated with `tp_type_driver` and 5 other fields	High correlation
`tp_injury_nk` is highly overall correlated with `tp_type_nk` and 1 other fields	High correlation
`tp_region_eastang` is highly overall correlated with `tp_injury_fatality`	High correlation
`tp_region_london` is highly overall correlated with `tp_type_pass_back` and 1 other fields	High correlation
`tp_region_north` is highly overall correlated with `tp_injury_traumatic`	High correlation
`tp_region_northw` is highly overall correlated with `tp_type_other` and 1 other fields	High correlation
`tp_region_southw` is highly overall correlated with `tp_injury_unclear`	High correlation
`tp_region_westmid` is highly overall correlated with `tp_type_pass_back` and 1 other fields	High correlation
`vechile_registration_present` is highly imbalanced (99.1%)	Imbalance
`tp_type_insd_pass_back` is highly imbalanced (92.7%)	Imbalance
`tp_type_pass_front` is highly imbalanced (79.5%)	Imbalance
`tp_type_bike` is highly imbalanced (96.1%)	Imbalance
`tp_type_cyclist` is highly imbalanced (99.4%)	Imbalance
`tp_type_pedestrian` is highly imbalanced (99.8%)	Imbalance
`tp_injury_traumatic` is highly imbalanced (83.7%)	Imbalance
`tp_injury_fatality` is highly imbalanced (97.9%)	Imbalance
`tp_region_north` is highly imbalanced (92.8%)	Imbalance
`incurred` has 1754 (22.8%) missing values	Missing
`capped_incurred` has 1754 (22.8%) missing values	Missing
`incurred_log` has 1758 (22.9%) missing values	Missing
`capped_incurred_log` has 1758 (22.9%) missing values	Missing
`claim_number` is uniformly distributed	Uniform
`claim_number` has unique values	Unique
`notification_period` has 3433 (44.6%) zeros	Zeros
`time_hour` has 357 (4.6%) zeros	Zeros
`tp_type_driver` has 2907 (37.8%) zeros	Zeros
`tp_type_pass_back` has 7464 (97.0%) zeros	Zeros
`tp_type_other` has 7257 (94.4%) zeros	Zeros
`tp_type_nk` has 5159 (67.1%) zeros	Zeros
`tp_injury_whiplash` has 6253 (81.3%) zeros	Zeros
`tp_injury_unclear` has 1342 (17.4%) zeros	Zeros
`tp_injury_nk` has 3606 (46.9%) zeros	Zeros
`tp_region_eastang` has 7446 (96.8%) zeros	Zeros
`tp_region_eastmid` has 7382 (96.0%) zeros	Zeros
`tp_region_london` has 7567 (98.4%) zeros	Zeros
`tp_region_northw` has 7321 (95.2%) zeros	Zeros
`tp_region_outerldn` has 7457 (97.0%) zeros	Zeros
`tp_region_scotland` has 7573 (98.5%) zeros	Zeros
`tp_region_southe` has 6969 (90.6%) zeros	Zeros
`tp_region_southw` has 7091 (92.2%) zeros	Zeros
`tp_region_wales` has 7357 (95.7%) zeros	Zeros
`tp_region_westmid` has 7262 (94.4%) zeros	Zeros
`tp_region_yorkshire` has 7231 (94.0%) zeros	Zeros

Reproduction

Analysis started	2025-07-13 13:01:38.844801
Analysis finished	2025-07-13 13:02:00.714415
Duration	21.87 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

claim_number
Real number (ℝ)

High correlation Uniform Unique

Distinct	7691
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3846

Minimum	1
Maximum	7691
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	1
5-th percentile	385.5
Q1	1923.5
median	3846
Q3	5768.5
95-th percentile	7306.5
Maximum	7691
Range	7690
Interquartile range (IQR)	3845

Descriptive statistics

Standard deviation	2220.3448
Coefficient of variation (CV)	0.57731274
Kurtosis	-1.2
Mean	3846
Median Absolute Deviation (MAD)	1923
Skewness	0
Sum	29579586
Variance	4929931
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
5288	1	< 0.1%
5136	1	< 0.1%
5135	1	< 0.1%
5134	1	< 0.1%
5133	1	< 0.1%
5132	1	< 0.1%
5131	1	< 0.1%
5130	1	< 0.1%
5129	1	< 0.1%
Other values (7681)	7681	99.9%

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
7691	1	< 0.1%
7690	1	< 0.1%
7689	1	< 0.1%
7688	1	< 0.1%
7687	1	< 0.1%
7686	1	< 0.1%
7685	1	< 0.1%
7684	1	< 0.1%
7683	1	< 0.1%
7682	1	< 0.1%

date_of_loss
Categorical

High cardinality

Distinct	3175
Distinct (%)	41.3%
Missing	0
Missing (%)	0.0%
Memory size	268.2 KiB

2014-05-08	16
2015-01-29	16
2013-01-18	14
2015-02-03	14
2014-12-16	13
Other values (3170)	7618

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	76910
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1253 ?
Unique (%)	16.3%

Sample

1st row	2003-04-15
2nd row	2003-04-20
3rd row	2003-04-24
4th row	2003-05-13
5th row	2003-06-11

Common Values

Value	Count	Frequency (%)
2014-05-08	16	0.2%
2015-01-29	16	0.2%
2013-01-18	14	0.2%
2015-02-03	14	0.2%
2014-12-16	13	0.2%
2014-11-30	12	0.2%
2015-06-11	12	0.2%
2014-12-19	12	0.2%
2014-12-22	11	0.1%
2015-01-14	11	0.1%
Other values (3165)	7560	98.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2014-05-08	16	0.2%
2015-01-29	16	0.2%
2013-01-18	14	0.2%
2015-02-03	14	0.2%
2014-12-16	13	0.2%
2014-11-30	12	0.2%
2015-06-11	12	0.2%
2014-12-19	12	0.2%
2014-12-22	11	0.1%
2015-01-14	11	0.1%
Other values (3165)	7560	98.3%

Most occurring characters

Value	Count	Frequency (%)
0	19714	25.6%
-	15382	20.0%
2	13192	17.2%
1	12947	16.8%
4	3198	4.2%
3	2830	3.7%
5	2541	3.3%
6	1819	2.4%
7	1805	2.3%
8	1780	2.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	76910	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	19714	25.6%
-	15382	20.0%
2	13192	17.2%
1	12947	16.8%
4	3198	4.2%
3	2830	3.7%
5	2541	3.3%
6	1819	2.4%
7	1805	2.3%
8	1780	2.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	76910	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	19714	25.6%
-	15382	20.0%
2	13192	17.2%
1	12947	16.8%
4	3198	4.2%
3	2830	3.7%
5	2541	3.3%
6	1819	2.4%
7	1805	2.3%
8	1780	2.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	76910	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	19714	25.6%
-	15382	20.0%
2	13192	17.2%
1	12947	16.8%
4	3198	4.2%
3	2830	3.7%
5	2541	3.3%
6	1819	2.4%
7	1805	2.3%
8	1780	2.3%

notifier
Categorical

High correlation

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

PH	3807
Other	3117
TP	325
CNF	262
NamedDriver	180

Length

Max length	11
Median length	2
Mean length	3.4605383
Min length	2

Characters and Unicode

Total characters	26615
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PH
2nd row	CNF
3rd row	CNF
4th row	CNF
5th row	CNF

Common Values

Value	Count	Frequency (%)
PH	3807	49.5%
Other	3117	40.5%
TP	325	4.2%
CNF	262	3.4%
NamedDriver	180	2.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ph	3807	49.5%
other	3117	40.5%
tp	325	4.2%
cnf	262	3.4%
nameddriver	180	2.3%

Most occurring characters

Value	Count	Frequency (%)
P	4132	15.5%
H	3807	14.3%
e	3477	13.1%
r	3477	13.1%
O	3117	11.7%
t	3117	11.7%
h	3117	11.7%
N	442	1.7%
T	325	1.2%
F	262	1.0%
Other values (7)	1342	5.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	26615	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
P	4132	15.5%
H	3807	14.3%
e	3477	13.1%
r	3477	13.1%
O	3117	11.7%
t	3117	11.7%
h	3117	11.7%
N	442	1.7%
T	325	1.2%
F	262	1.0%
Other values (7)	1342	5.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	26615	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
P	4132	15.5%
H	3807	14.3%
e	3477	13.1%
r	3477	13.1%
O	3117	11.7%
t	3117	11.7%
h	3117	11.7%
N	442	1.7%
T	325	1.2%
F	262	1.0%
Other values (7)	1342	5.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	26615	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
P	4132	15.5%
H	3807	14.3%
e	3477	13.1%
r	3477	13.1%
O	3117	11.7%
t	3117	11.7%
h	3117	11.7%
N	442	1.7%
T	325	1.2%
F	262	1.0%
Other values (7)	1342	5.0%

notification_period
Real number (ℝ)

Zeros

Distinct	189
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.1634378

Minimum	-18
Maximum	1042
Zeros	3433
Zeros (%)	44.6%
Negative	3
Negative (%)	< 0.1%
Memory size	60.2 KiB

Quantile statistics

Minimum	-18
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	24
Maximum	1042
Range	1060
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	39.138209
Coefficient of variation (CV)	5.4636071
Kurtosis	251.0534
Mean	7.1634378
Median Absolute Deviation (MAD)	1
Skewness	13.596732
Sum	55094
Variance	1531.7994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3433	44.6%
1	2046	26.6%
2	613	8.0%
3	303	3.9%
4	183	2.4%
5	122	1.6%
6	92	1.2%
7	75	1.0%
8	72	0.9%
10	57	0.7%
Other values (179)	695	9.0%

Value	Count	Frequency (%)
-18	1	< 0.1%
-2	1	< 0.1%
-1	1	< 0.1%
0	3433	44.6%
1	2046	26.6%
2	613	8.0%
3	303	3.9%
4	183	2.4%
5	122	1.6%
6	92	1.2%

Value	Count	Frequency (%)
1042	1	< 0.1%
961	1	< 0.1%
925	1	< 0.1%
856	1	< 0.1%
741	1	< 0.1%
720	1	< 0.1%
577	1	< 0.1%
546	1	< 0.1%
519	1	< 0.1%
510	1	< 0.1%

inception_to_loss
Real number (ℝ)

Distinct	366
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	166.85451

Minimum	0
Maximum	365
Zeros	26
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	14
Q1	75
median	161
Q3	253
95-th percentile	340
Maximum	365
Range	365
Interquartile range (IQR)	178

Descriptive statistics

Standard deviation	104.45291
Coefficient of variation (CV)	0.6260119
Kurtosis	-1.1557578
Mean	166.85451
Median Absolute Deviation (MAD)	89
Skewness	0.17115136
Sum	1283278
Variance	10910.41
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58	42	0.5%
91	36	0.5%
173	36	0.5%
67	36	0.5%
51	35	0.5%
66	34	0.4%
124	33	0.4%
102	33	0.4%
14	33	0.4%
53	33	0.4%
Other values (356)	7340	95.4%

Value	Count	Frequency (%)
0	26	0.3%
1	32	0.4%
2	22	0.3%
3	27	0.4%
4	28	0.4%
5	27	0.4%
6	22	0.3%
7	30	0.4%
8	32	0.4%
9	24	0.3%

Value	Count	Frequency (%)
365	8	0.1%
364	22	0.3%
363	17	0.2%
362	19	0.2%
361	12	0.2%
360	21	0.3%
359	9	0.1%
358	17	0.2%
357	20	0.3%
356	19	0.2%

location_of_incident
Categorical

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.4 KiB

Minor Road	4249
Main Road	2702
Car Park	225
n/k	213
Other	117
Other values (3)	185

Length

Max length	14
Median length	10
Mean length	9.3699129
Min length	3

Characters and Unicode

Total characters	72064
Distinct characters	28
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Main Road
2nd row	Main Road
3rd row	Main Road
4th row	Main Road
5th row	Other

Common Values

Value	Count	Frequency (%)
Minor Road	4249	55.2%
Main Road	2702	35.1%
Car Park	225	2.9%
n/k	213	2.8%
Other	117	1.5%
Home Address	104	1.4%
Not Applicable	56	0.7%
Motorway	25	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
road	6951	46.3%
minor	4249	28.3%
main	2702	18.0%
car	225	1.5%
park	225	1.5%
n/k	213	1.4%
other	117	0.8%
home	104	0.7%
address	104	0.7%
not	56	0.4%
Other values (2)	81	0.5%

Most occurring characters

Value	Count	Frequency (%)
o	11410	15.8%
a	10184	14.1%
	7336	10.2%
n	7164	9.9%
d	7159	9.9%
i	7007	9.7%
M	6976	9.7%
R	6951	9.6%
r	4945	6.9%
k	438	0.6%
Other values (18)	2494	3.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	72064	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	11410	15.8%
a	10184	14.1%
	7336	10.2%
n	7164	9.9%
d	7159	9.9%
i	7007	9.7%
M	6976	9.7%
R	6951	9.6%
r	4945	6.9%
k	438	0.6%
Other values (18)	2494	3.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	72064	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	11410	15.8%
a	10184	14.1%
	7336	10.2%
n	7164	9.9%
d	7159	9.9%
i	7007	9.7%
M	6976	9.7%
R	6951	9.6%
r	4945	6.9%
k	438	0.6%
Other values (18)	2494	3.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	72064	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	11410	15.8%
a	10184	14.1%
	7336	10.2%
n	7164	9.9%
d	7159	9.9%
i	7007	9.7%
M	6976	9.7%
R	6951	9.6%
r	4945	6.9%
k	438	0.6%
Other values (18)	2494	3.5%

weather_conditions
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

NORMAL	4564
WET	1903
N/K	795
SNOW,ICE,FOG	429

Length

Max length	12
Median length	6
Mean length	5.282278
Min length	3

Characters and Unicode

Total characters	40626
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NORMAL
2nd row	WET
3rd row	WET
4th row	N/K
5th row	N/K

Common Values

Value	Count	Frequency (%)
NORMAL	4564	59.3%
WET	1903	24.7%
N/K	795	10.3%
SNOW,ICE,FOG	429	5.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	4564	59.3%
wet	1903	24.7%
n/k	795	10.3%
snow,ice,fog	429	5.6%

Most occurring characters

Value	Count	Frequency (%)
N	5788	14.2%
O	5422	13.3%
R	4564	11.2%
M	4564	11.2%
A	4564	11.2%
L	4564	11.2%
W	2332	5.7%
E	2332	5.7%
T	1903	4.7%
,	858	2.1%
Other values (7)	3735	9.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40626	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	5788	14.2%
O	5422	13.3%
R	4564	11.2%
M	4564	11.2%
A	4564	11.2%
L	4564	11.2%
W	2332	5.7%
E	2332	5.7%
T	1903	4.7%
,	858	2.1%
Other values (7)	3735	9.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40626	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	5788	14.2%
O	5422	13.3%
R	4564	11.2%
M	4564	11.2%
A	4564	11.2%
L	4564	11.2%
W	2332	5.7%
E	2332	5.7%
T	1903	4.7%
,	858	2.1%
Other values (7)	3735	9.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40626	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	5788	14.2%
O	5422	13.3%
R	4564	11.2%
M	4564	11.2%
A	4564	11.2%
L	4564	11.2%
W	2332	5.7%
E	2332	5.7%
T	1903	4.7%
,	858	2.1%
Other values (7)	3735	9.2%

vehicle_mobile
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

Y	4046
N	3203
n/k	442

Length

Max length	3
Median length	1
Mean length	1.1149395
Min length	1

Characters and Unicode

Total characters	8575
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Y
2nd row	Y
3rd row	Y
4th row	Y
5th row	N

Common Values

Value	Count	Frequency (%)
Y	4046	52.6%
N	3203	41.6%
n/k	442	5.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
y	4046	52.6%
n	3203	41.6%
n/k	442	5.7%

Most occurring characters

Value	Count	Frequency (%)
Y	4046	47.2%
N	3203	37.4%
n	442	5.2%
/	442	5.2%
k	442	5.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8575	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
Y	4046	47.2%
N	3203	37.4%
n	442	5.2%
/	442	5.2%
k	442	5.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8575	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
Y	4046	47.2%
N	3203	37.4%
n	442	5.2%
/	442	5.2%
k	442	5.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8575	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
Y	4046	47.2%
N	3203	37.4%
n	442	5.2%
/	442	5.2%
k	442	5.2%

time_hour
Real number (ℝ)

High correlation Zeros

Distinct	24
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.729684

Minimum	0
Maximum	23
Zeros	357
Zeros (%)	4.6%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	9
median	13
Q3	17
95-th percentile	20
Maximum	23
Range	23
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.1071358
Coefficient of variation (CV)	0.40119895
Kurtosis	-0.051858402
Mean	12.729684
Median Absolute Deviation (MAD)	4
Skewness	-0.4975176
Sum	97904
Variance	26.082837
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
8	747	9.7%
17	682	8.9%
15	612	8.0%
16	582	7.6%
18	556	7.2%
14	483	6.3%
13	481	6.3%
9	467	6.1%
12	449	5.8%
11	422	5.5%
Other values (14)	2210	28.7%

Value	Count	Frequency (%)
0	357	4.6%
1	19	0.2%
2	14	0.2%
3	15	0.2%
4	12	0.2%
5	52	0.7%
6	121	1.6%
7	417	5.4%
8	747	9.7%
9	467	6.1%

Value	Count	Frequency (%)
23	67	0.9%
22	109	1.4%
21	116	1.5%
20	205	2.7%
19	334	4.3%
18	556	7.2%
17	682	8.9%
16	582	7.6%
15	612	8.0%
14	483	6.3%

main_driver
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

Y	4319
Other	2940
N	432

Length

Max length	5
Median length	1
Mean length	2.5290599
Min length	1

Characters and Unicode

Total characters	19451
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Other
2nd row	Other
3rd row	Y
4th row	Other
5th row	Other

Common Values

Value	Count	Frequency (%)
Y	4319	56.2%
Other	2940	38.2%
N	432	5.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
y	4319	56.2%
other	2940	38.2%
n	432	5.6%

Most occurring characters

Value	Count	Frequency (%)
Y	4319	22.2%
O	2940	15.1%
t	2940	15.1%
h	2940	15.1%
e	2940	15.1%
r	2940	15.1%
N	432	2.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	19451	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
Y	4319	22.2%
O	2940	15.1%
t	2940	15.1%
h	2940	15.1%
e	2940	15.1%
r	2940	15.1%
N	432	2.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	19451	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
Y	4319	22.2%
O	2940	15.1%
t	2940	15.1%
h	2940	15.1%
e	2940	15.1%
r	2940	15.1%
N	432	2.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	19451	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
Y	4319	22.2%
O	2940	15.1%
t	2940	15.1%
h	2940	15.1%
e	2940	15.1%
r	2940	15.1%
N	432	2.2%

ph_considered_tp_at_fault
Categorical

High correlation

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.0 KiB

N	4855
n/k	2654
Y	181
#	1

Length

Max length	3
Median length	1
Mean length	1.6901573
Min length	1

Characters and Unicode

Total characters	12999
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	n/k
2nd row	n/k
3rd row	n/k
4th row	n/k
5th row	n/k

Common Values

Value	Count	Frequency (%)
N	4855	63.1%
n/k	2654	34.5%
Y	181	2.4%
#	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
n	4855	63.1%
n/k	2654	34.5%
y	181	2.4%
	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
N	4855	37.3%
n	2654	20.4%
/	2654	20.4%
k	2654	20.4%
Y	181	1.4%
#	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	12999	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	4855	37.3%
n	2654	20.4%
/	2654	20.4%
k	2654	20.4%
Y	181	1.4%
#	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	12999	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	4855	37.3%
n	2654	20.4%
/	2654	20.4%
k	2654	20.4%
Y	181	1.4%
#	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	12999	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	4855	37.3%
n	2654	20.4%
/	2654	20.4%
k	2654	20.4%
Y	181	1.4%
#	1	< 0.1%

vechile_registration_present
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	435.8 KiB

1	7685
0	6

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7691
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	7685	99.9%
0	6	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	7685	99.9%
0	6	0.1%

Most occurring characters

Value	Count	Frequency (%)
1	7685	99.9%
0	6	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	7685	99.9%
0	6	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	7685	99.9%
0	6	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	7685	99.9%
0	6	0.1%

incident_details_present
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	435.8 KiB

1	6217
0	1474

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7691
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	6217	80.8%
0	1474	19.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	6217	80.8%
0	1474	19.2%

Most occurring characters

Value	Count	Frequency (%)
1	6217	80.8%
0	1474	19.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	6217	80.8%
0	1474	19.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	6217	80.8%
0	1474	19.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	6217	80.8%
0	1474	19.2%

injury_details_present
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	435.8 KiB

0	5906
1	1785

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7691
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	5906	76.8%
1	1785	23.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	5906	76.8%
1	1785	23.2%

Most occurring characters

Value	Count	Frequency (%)
0	5906	76.8%
1	1785	23.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	5906	76.8%
1	1785	23.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	5906	76.8%
1	1785	23.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	5906	76.8%
1	1785	23.2%

tp_type_insd_pass_back
Categorical

Imbalance

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	435.8 KiB

0	7531
1	110
2	38
3	11
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7691
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	7531	97.9%
1	110	1.4%
2	38	0.5%
3	11	0.1%
4	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7531	97.9%
1	110	1.4%
2	38	0.5%
3	11	0.1%
4	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	7531	97.9%
1	110	1.4%
2	38	0.5%
3	11	0.1%
4	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	7531	97.9%
1	110	1.4%
2	38	0.5%
3	11	0.1%
4	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	7531	97.9%
1	110	1.4%
2	38	0.5%
3	11	0.1%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	7531	97.9%
1	110	1.4%
2	38	0.5%
3	11	0.1%
4	1	< 0.1%

tp_type_driver
Real number (ℝ)

High correlation Zeros

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.65167078

Minimum	0
Maximum	5
Zeros	2907
Zeros (%)	37.8%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.54472599
Coefficient of variation (CV)	0.83589138
Kurtosis	1.1214256
Mean	0.65167078
Median Absolute Deviation (MAD)	0
Skewness	0.26599014
Sum	5012
Variance	0.2967264
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	4588	59.7%
0	2907	37.8%
2	170	2.2%
3	22	0.3%
4	2	< 0.1%
5	2	< 0.1%

Value	Count	Frequency (%)
0	2907	37.8%
1	4588	59.7%
2	170	2.2%
3	22	0.3%
4	2	< 0.1%
5	2	< 0.1%

Value	Count	Frequency (%)
5	2	< 0.1%
4	2	< 0.1%
3	22	0.3%
2	170	2.2%
1	4588	59.7%
0	2907	37.8%

tp_type_pass_back
Real number (ℝ)

High correlation Zeros

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.041737095

Minimum	0
Maximum	6
Zeros	7464
Zeros (%)	97.0%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.27358868
Coefficient of variation (CV)	6.5550484
Kurtosis	106.26934
Mean	0.041737095
Median Absolute Deviation (MAD)	0
Skewness	8.9328798
Sum	321
Variance	0.074850766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	7464	97.0%
1	160	2.1%
2	48	0.6%
3	15	0.2%
5	2	< 0.1%
4	1	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
0	7464	97.0%
1	160	2.1%
2	48	0.6%
3	15	0.2%
4	1	< 0.1%
5	2	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
5	2	< 0.1%
4	1	< 0.1%
3	15	0.2%
2	48	0.6%
1	160	2.1%
0	7464	97.0%

tp_type_pass_front
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	435.8 KiB

0	7264
1	405
2	22

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7691
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	7264	94.4%
1	405	5.3%
2	22	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7264	94.4%
1	405	5.3%
2	22	0.3%

Most occurring characters

Value	Count	Frequency (%)
0	7264	94.4%
1	405	5.3%
2	22	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	7264	94.4%
1	405	5.3%
2	22	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	7264	94.4%
1	405	5.3%
2	22	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	7264	94.4%
1	405	5.3%
2	22	0.3%

tp_type_bike
Categorical

Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	435.8 KiB

0	7637
1	52
2	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7691
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	7637	99.3%
1	52	0.7%
2	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7637	99.3%
1	52	0.7%
2	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	7637	99.3%
1	52	0.7%
2	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	7637	99.3%
1	52	0.7%
2	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	7637	99.3%
1	52	0.7%
2	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	7637	99.3%
1	52	0.7%
2	2	< 0.1%

tp_type_cyclist
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	435.8 KiB

0	7687
1	4

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7691
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	7687	99.9%
1	4	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7687	99.9%
1	4	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	7687	99.9%
1	4	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	7687	99.9%
1	4	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	7687	99.9%
1	4	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	7687	99.9%
1	4	0.1%

tp_type_pedestrian
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	435.8 KiB

0	7690
1	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7691
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	7690	> 99.9%
1	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7690	> 99.9%
1	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	7690	> 99.9%
1	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	7690	> 99.9%
1	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	7690	> 99.9%
1	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	7690	> 99.9%
1	1	< 0.1%

tp_type_other
Real number (ℝ)

High correlation Zeros

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.075022754

Minimum	0
Maximum	6
Zeros	7257
Zeros (%)	94.4%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.35620304
Coefficient of variation (CV)	4.7479334
Kurtosis	60.696465
Mean	0.075022754
Median Absolute Deviation (MAD)	0
Skewness	6.7349992
Sum	577
Variance	0.12688061
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	7257	94.4%
1	345	4.5%
2	52	0.7%
3	26	0.3%
4	6	0.1%
5	4	0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
0	7257	94.4%
1	345	4.5%
2	52	0.7%
3	26	0.3%
4	6	0.1%
5	4	0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
5	4	0.1%
4	6	0.1%
3	26	0.3%
2	52	0.7%
1	345	4.5%
0	7257	94.4%

tp_type_nk
Real number (ℝ)

High correlation Zeros

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.34936939

Minimum	0
Maximum	6
Zeros	5159
Zeros (%)	67.1%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.52334878
Coefficient of variation (CV)	1.4979812
Kurtosis	2.5048598
Mean	0.34936939
Median Absolute Deviation (MAD)	0
Skewness	1.3025749
Sum	2687
Variance	0.27389395
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	5159	67.1%
1	2394	31.1%
2	125	1.6%
3	11	0.1%
4	1	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
0	5159	67.1%
1	2394	31.1%
2	125	1.6%
3	11	0.1%
4	1	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
4	1	< 0.1%
3	11	0.1%
2	125	1.6%
1	2394	31.1%
0	5159	67.1%

tp_injury_whiplash
Real number (ℝ)

High correlation Zeros

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.26251463

Minimum	0
Maximum	7
Zeros	6253
Zeros (%)	81.3%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.64295552
Coefficient of variation (CV)	2.4492179
Kurtosis	14.916662
Mean	0.26251463
Median Absolute Deviation (MAD)	0
Skewness	3.315176
Sum	2019
Variance	0.4133918
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	6253	81.3%
1	1035	13.5%
2	283	3.7%
3	82	1.1%
4	24	0.3%
5	10	0.1%
7	2	< 0.1%
6	2	< 0.1%

Value	Count	Frequency (%)
0	6253	81.3%
1	1035	13.5%
2	283	3.7%
3	82	1.1%
4	24	0.3%
5	10	0.1%
6	2	< 0.1%
7	2	< 0.1%

Value	Count	Frequency (%)
7	2	< 0.1%
6	2	< 0.1%
5	10	0.1%
4	24	0.3%
3	82	1.1%
2	283	3.7%
1	1035	13.5%
0	6253	81.3%

tp_injury_traumatic
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	435.8 KiB

0	7214
1	404
2	65
3	4
4	4

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7691
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	7214	93.8%
1	404	5.3%
2	65	0.8%
3	4	0.1%
4	4	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7214	93.8%
1	404	5.3%
2	65	0.8%
3	4	0.1%
4	4	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	7214	93.8%
1	404	5.3%
2	65	0.8%
3	4	0.1%
4	4	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	7214	93.8%
1	404	5.3%
2	65	0.8%
3	4	0.1%
4	4	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	7214	93.8%
1	404	5.3%
2	65	0.8%
3	4	0.1%
4	4	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	7214	93.8%
1	404	5.3%
2	65	0.8%
3	4	0.1%
4	4	0.1%

tp_injury_fatality
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	435.8 KiB

0	7665
1	24
2	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7691
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	7665	99.7%
1	24	0.3%
2	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7665	99.7%
1	24	0.3%
2	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	7665	99.7%
1	24	0.3%
2	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	7665	99.7%
1	24	0.3%
2	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	7665	99.7%
1	24	0.3%
2	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	7665	99.7%
1	24	0.3%
2	2	< 0.1%

tp_injury_unclear
Real number (ℝ)

High correlation Zeros

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.91613574

Minimum	0
Maximum	7
Zeros	1342
Zeros (%)	17.4%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	2
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.55945677
Coefficient of variation (CV)	0.61067017
Kurtosis	10.561416
Mean	0.91613574
Median Absolute Deviation (MAD)	0
Skewness	1.3601861
Sum	7046
Variance	0.31299188
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	5797	75.4%
0	1342	17.4%
2	449	5.8%
3	77	1.0%
4	16	0.2%
5	6	0.1%
6	2	< 0.1%
7	2	< 0.1%

Value	Count	Frequency (%)
0	1342	17.4%
1	5797	75.4%
2	449	5.8%
3	77	1.0%
4	16	0.2%
5	6	0.1%
6	2	< 0.1%
7	2	< 0.1%

Value	Count	Frequency (%)
7	2	< 0.1%
6	2	< 0.1%
5	6	0.1%
4	16	0.2%
3	77	1.0%
2	449	5.8%
1	5797	75.4%
0	1342	17.4%

tp_injury_nk
Real number (ℝ)

High correlation Zeros

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5958913

Minimum	0
Maximum	6
Zeros	3606
Zeros (%)	46.9%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.6466911
Coefficient of variation (CV)	1.0852501
Kurtosis	4.8719814
Mean	0.5958913
Median Absolute Deviation (MAD)	1
Skewness	1.3487761
Sum	4583
Variance	0.41820938
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	3716	48.3%
0	3606	46.9%
2	284	3.7%
3	51	0.7%
4	25	0.3%
5	8	0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
0	3606	46.9%
1	3716	48.3%
2	284	3.7%
3	51	0.7%
4	25	0.3%
5	8	0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
5	8	0.1%
4	25	0.3%
3	51	0.7%
2	284	3.7%
1	3716	48.3%
0	3606	46.9%

tp_region_eastang
Real number (ℝ)

High correlation Zeros

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.039396697

Minimum	0
Maximum	5
Zeros	7446
Zeros (%)	96.8%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.24165199
Coefficient of variation (CV)	6.1338133
Kurtosis	86.538962
Mean	0.039396697
Median Absolute Deviation (MAD)	0
Skewness	8.1064198
Sum	303
Variance	0.058395683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	7446	96.8%
1	204	2.7%
2	27	0.4%
3	12	0.2%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
0	7446	96.8%
1	204	2.7%
2	27	0.4%
3	12	0.2%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
4	1	< 0.1%
3	12	0.2%
2	27	0.4%
1	204	2.7%
0	7446	96.8%

tp_region_eastmid
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.050968665

Minimum	0
Maximum	6
Zeros	7382
Zeros (%)	96.0%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2862293
Coefficient of variation (CV)	5.6157898
Kurtosis	102.10601
Mean	0.050968665
Median Absolute Deviation (MAD)	0
Skewness	8.3571089
Sum	392
Variance	0.081927215
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	7382	96.0%
1	254	3.3%
2	38	0.5%
3	11	0.1%
4	3	< 0.1%
6	2	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
0	7382	96.0%
1	254	3.3%
2	38	0.5%
3	11	0.1%
4	3	< 0.1%
5	1	< 0.1%
6	2	< 0.1%

Value	Count	Frequency (%)
6	2	< 0.1%
5	1	< 0.1%
4	3	< 0.1%
3	11	0.1%
2	38	0.5%
1	254	3.3%
0	7382	96.0%

tp_region_london
Real number (ℝ)

High correlation Zeros

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.021583669

Minimum	0
Maximum	9
Zeros	7567
Zeros (%)	98.4%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.21528616
Coefficient of variation (CV)	9.9744929
Kurtosis	577.26637
Mean	0.021583669
Median Absolute Deviation (MAD)	0
Skewness	19.460447
Sum	166
Variance	0.046348129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	7567	98.4%
1	104	1.4%
2	12	0.2%
4	3	< 0.1%
3	2	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
0	7567	98.4%
1	104	1.4%
2	12	0.2%
3	2	< 0.1%
4	3	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
6	1	< 0.1%
5	1	< 0.1%
4	3	< 0.1%
3	2	< 0.1%
2	12	0.2%
1	104	1.4%
0	7567	98.4%

tp_region_north
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	435.8 KiB

0	7528
1	130
2	23
3	9
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7691
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	7528	97.9%
1	130	1.7%
2	23	0.3%
3	9	0.1%
4	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7528	97.9%
1	130	1.7%
2	23	0.3%
3	9	0.1%
4	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	7528	97.9%
1	130	1.7%
2	23	0.3%
3	9	0.1%
4	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	7528	97.9%
1	130	1.7%
2	23	0.3%
3	9	0.1%
4	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	7528	97.9%
1	130	1.7%
2	23	0.3%
3	9	0.1%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7691	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	7528	97.9%
1	130	1.7%
2	23	0.3%
3	9	0.1%
4	1	< 0.1%

tp_region_northw
Real number (ℝ)

High correlation Zeros

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.066831361

Minimum	0
Maximum	7
Zeros	7321
Zeros (%)	95.2%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.34844046
Coefficient of variation (CV)	5.2137268
Kurtosis	82.915122
Mean	0.066831361
Median Absolute Deviation (MAD)	0
Skewness	7.6759963
Sum	514
Variance	0.12141075
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	7321	95.2%
1	276	3.6%
2	64	0.8%
3	18	0.2%
4	8	0.1%
6	2	< 0.1%
7	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
0	7321	95.2%
1	276	3.6%
2	64	0.8%
3	18	0.2%
4	8	0.1%
5	1	< 0.1%
6	2	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
7	1	< 0.1%
6	2	< 0.1%
5	1	< 0.1%
4	8	0.1%
3	18	0.2%
2	64	0.8%
1	276	3.6%
0	7321	95.2%

tp_region_outerldn
Real number (ℝ)

Zeros

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.036406189

Minimum	0
Maximum	5
Zeros	7457
Zeros (%)	97.0%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.22801406
Coefficient of variation (CV)	6.2630576
Kurtosis	100.11968
Mean	0.036406189
Median Absolute Deviation (MAD)	0
Skewness	8.514174
Sum	280
Variance	0.051990412
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	7457	97.0%
1	202	2.6%
2	22	0.3%
3	7	0.1%
4	2	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
0	7457	97.0%
1	202	2.6%
2	22	0.3%
3	7	0.1%
4	2	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
4	2	< 0.1%
3	7	0.1%
2	22	0.3%
1	202	2.6%
0	7457	97.0%

tp_region_scotland
Real number (ℝ)

Zeros

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.019893382

Minimum	0
Maximum	6
Zeros	7573
Zeros (%)	98.5%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.18736289
Coefficient of variation (CV)	9.4183528
Kurtosis	328.57431
Mean	0.019893382
Median Absolute Deviation (MAD)	0
Skewness	15.046054
Sum	153
Variance	0.035104852
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	7573	98.5%
1	95	1.2%
2	19	0.2%
5	2	< 0.1%
4	1	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
0	7573	98.5%
1	95	1.2%
2	19	0.2%
4	1	< 0.1%
5	2	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
5	2	< 0.1%
4	1	< 0.1%
2	19	0.2%
1	95	1.2%
0	7573	98.5%

tp_region_southe
Real number (ℝ)

Zeros

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11545963

Minimum	0
Maximum	9
Zeros	6969
Zeros (%)	90.6%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.41952848
Coefficient of variation (CV)	3.6335512
Kurtosis	65.374325
Mean	0.11545963
Median Absolute Deviation (MAD)	0
Skewness	6.1291487
Sum	888
Variance	0.17600414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	6969	90.6%
1	618	8.0%
2	69	0.9%
3	23	0.3%
5	5	0.1%
4	4	0.1%
6	1	< 0.1%
7	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
0	6969	90.6%
1	618	8.0%
2	69	0.9%
3	23	0.3%
4	4	0.1%
5	5	0.1%
6	1	< 0.1%
7	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
7	1	< 0.1%
6	1	< 0.1%
5	5	0.1%
4	4	0.1%
3	23	0.3%
2	69	0.9%
1	618	8.0%
0	6969	90.6%

tp_region_southw
Real number (ℝ)

High correlation Zeros

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.09023534

Minimum	0
Maximum	5
Zeros	7091
Zeros (%)	92.2%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.33892983
Coefficient of variation (CV)	3.7560653
Kurtosis	32.567112
Mean	0.09023534
Median Absolute Deviation (MAD)	0
Skewness	4.8482904
Sum	694
Variance	0.11487343
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	7091	92.2%
1	530	6.9%
2	53	0.7%
3	11	0.1%
4	5	0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
0	7091	92.2%
1	530	6.9%
2	53	0.7%
3	11	0.1%
4	5	0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
4	5	0.1%
3	11	0.1%
2	53	0.7%
1	530	6.9%
0	7091	92.2%

tp_region_wales
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.056559615

Minimum	0
Maximum	7
Zeros	7357
Zeros (%)	95.7%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.31196274
Coefficient of variation (CV)	5.5156446
Kurtosis	102.85296
Mean	0.056559615
Median Absolute Deviation (MAD)	0
Skewness	8.4598424
Sum	435
Variance	0.09732075
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	7357	95.7%
1	274	3.6%
2	36	0.5%
3	14	0.2%
4	5	0.1%
5	4	0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
0	7357	95.7%
1	274	3.6%
2	36	0.5%
3	14	0.2%
4	5	0.1%
5	4	0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
7	1	< 0.1%
5	4	0.1%
4	5	0.1%
3	14	0.2%
2	36	0.5%
1	274	3.6%
0	7357	95.7%

tp_region_westmid
Real number (ℝ)

High correlation Zeros

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.073982577

Minimum	0
Maximum	6
Zeros	7262
Zeros (%)	94.4%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.35312167
Coefficient of variation (CV)	4.7730383
Kurtosis	61.205939
Mean	0.073982577
Median Absolute Deviation (MAD)	0
Skewness	6.7678351
Sum	569
Variance	0.12469492
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	7262	94.4%
1	341	4.4%
2	54	0.7%
3	21	0.3%
4	9	0.1%
5	3	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
0	7262	94.4%
1	341	4.4%
2	54	0.7%
3	21	0.3%
4	9	0.1%
5	3	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
5	3	< 0.1%
4	9	0.1%
3	21	0.3%
2	54	0.7%
1	341	4.4%
0	7262	94.4%

tp_region_yorkshire
Real number (ℝ)

Zeros

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.079443505

Minimum	0
Maximum	5
Zeros	7231
Zeros (%)	94.0%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.36356493
Coefficient of variation (CV)	4.5763958
Kurtosis	52.544739
Mean	0.079443505
Median Absolute Deviation (MAD)	0
Skewness	6.3469228
Sum	611
Variance	0.13217946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	7231	94.0%
1	362	4.7%
2	64	0.8%
3	19	0.2%
4	11	0.1%
5	4	0.1%

Value	Count	Frequency (%)
0	7231	94.0%
1	362	4.7%
2	64	0.8%
3	19	0.2%
4	11	0.1%
5	4	0.1%

Value	Count	Frequency (%)
5	4	0.1%
4	11	0.1%
3	19	0.2%
2	64	0.8%
1	362	4.7%
0	7231	94.0%

incurred
Real number (ℝ)

High correlation Missing

Distinct	4295
Distinct (%)	72.3%
Missing	1754
Missing (%)	22.8%
Infinite	0
Infinite (%)	0.0%
Mean	12219.117

Minimum	0
Maximum	1951894
Zeros	4
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	74
Q1	640
median	2598
Q3	9767
95-th percentile	38025.2
Maximum	1951894
Range	1951894
Interquartile range (IQR)	9127

Descriptive statistics

Standard deviation	56438.896
Coefficient of variation (CV)	4.6189012
Kurtosis	496.30641
Mean	12219.117
Median Absolute Deviation (MAD)	2413
Skewness	18.915814
Sum	72544900
Variance	3.185349 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23	55	0.7%
24	28	0.4%
86	23	0.3%
19	18	0.2%
78	18	0.2%
85	18	0.2%
84	18	0.2%
70	16	0.2%
142	15	0.2%
72	14	0.2%
Other values (4285)	5714	74.3%
(Missing)	1754	22.8%

Value	Count	Frequency (%)
0	4	0.1%
1	5	0.1%
3	1	< 0.1%
5	2	< 0.1%
7	3	< 0.1%
8	4	0.1%
10	1	< 0.1%
13	1	< 0.1%
15	1	< 0.1%
18	1	< 0.1%

Value	Count	Frequency (%)
1951894	1	< 0.1%
1810331	1	< 0.1%
1157014	1	< 0.1%
890836	1	< 0.1%
840470	1	< 0.1%
838172	1	< 0.1%
793205	1	< 0.1%
749989	1	< 0.1%
723725	1	< 0.1%
717589	1	< 0.1%

capped_incurred
Real number (ℝ)

High correlation Missing

Distinct	4098
Distinct (%)	69.0%
Missing	1754
Missing (%)	22.8%
Infinite	0
Infinite (%)	0.0%
Mean	7923.0109

Minimum	0
Maximum	50000
Zeros	4
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	74
Q1	640
median	2598
Q3	9767
95-th percentile	38025.2
Maximum	50000
Range	50000
Interquartile range (IQR)	9127

Descriptive statistics

Standard deviation	11996.939
Coefficient of variation (CV)	1.5141893
Kurtosis	4.2142425
Mean	7923.0109
Median Absolute Deviation (MAD)	2413
Skewness	2.1762661
Sum	47038916
Variance	1.4392653 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000	198	2.6%
23	55	0.7%
24	28	0.4%
86	23	0.3%
85	18	0.2%
78	18	0.2%
84	18	0.2%
19	18	0.2%
70	16	0.2%
142	15	0.2%
Other values (4088)	5530	71.9%
(Missing)	1754	22.8%

Value	Count	Frequency (%)
0	4	0.1%
1	5	0.1%
3	1	< 0.1%
5	2	< 0.1%
7	3	< 0.1%
8	4	0.1%
10	1	< 0.1%
13	1	< 0.1%
15	1	< 0.1%
18	1	< 0.1%

Value	Count	Frequency (%)
50000	198	2.6%
49909	1	< 0.1%
49604	1	< 0.1%
49391	1	< 0.1%
49208	1	< 0.1%
49149	1	< 0.1%
49137	1	< 0.1%
49062	1	< 0.1%
48880	1	< 0.1%
48867	1	< 0.1%

incurred_log
Real number (ℝ)

High correlation Missing

Distinct	4294
Distinct (%)	72.4%
Missing	1758
Missing (%)	22.9%
Infinite	0
Infinite (%)	0.0%
Mean	7.7059976

Minimum	0
Maximum	14.484311
Zeros	5
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4.3121189
Q1	6.4738907
median	7.8636513
Q3	9.1880948
95-th percentile	10.547058
Maximum	14.484311
Range	14.484311
Interquartile range (IQR)	2.7142041

Descriptive statistics

Standard deviation	1.9795294
Coefficient of variation (CV)	0.25688165
Kurtosis	-0.10933536
Mean	7.7059976
Median Absolute Deviation (MAD)	1.3488867
Skewness	-0.29709156
Sum	45719.684
Variance	3.9185365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.135494216	55	0.7%
3.17805383	28	0.4%
4.454347296	23	0.3%
4.430816799	18	0.2%
4.356708827	18	0.2%
4.442651256	18	0.2%
2.944438979	18	0.2%
4.248495242	16	0.2%
4.955827058	15	0.2%
4.418840608	14	0.2%
Other values (4284)	5710	74.2%
(Missing)	1758	22.9%

Value	Count	Frequency (%)
0	5	0.1%
1.098612289	1	< 0.1%
1.609437912	2	< 0.1%
1.945910149	3	< 0.1%
2.079441542	4	0.1%
2.302585093	1	< 0.1%
2.564949357	1	< 0.1%
2.708050201	1	< 0.1%
2.890371758	1	< 0.1%
2.944438979	18	0.2%

Value	Count	Frequency (%)
14.48431074	1	< 0.1%
14.40902026	1	< 0.1%
13.96135311	1	< 0.1%
13.69991563	1	< 0.1%
13.64171654	1	< 0.1%
13.63897861	1	< 0.1%
13.58383698	1	< 0.1%
13.52781382	1	< 0.1%
13.49216676	1	< 0.1%
13.48365226	1	< 0.1%

capped_incurred_log
Real number (ℝ)

High correlation Missing

Distinct	4097
Distinct (%)	69.1%
Missing	1758
Missing (%)	22.9%
Infinite	0
Infinite (%)	0.0%
Mean	7.6789408

Minimum	0
Maximum	10.819778
Zeros	5
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	60.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4.3121189
Q1	6.4738907
median	7.8636513
Q3	9.1880948
95-th percentile	10.547058
Maximum	10.819778
Range	10.819778
Interquartile range (IQR)	2.7142041

Descriptive statistics

Standard deviation	1.9246725
Coefficient of variation (CV)	0.25064297
Kurtosis	-0.32828345
Mean	7.6789408
Median Absolute Deviation (MAD)	1.3488867
Skewness	-0.46407614
Sum	45559.156
Variance	3.7043642
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.81977828	198	2.6%
3.135494216	55	0.7%
3.17805383	28	0.4%
4.454347296	23	0.3%
2.944438979	18	0.2%
4.430816799	18	0.2%
4.356708827	18	0.2%
4.442651256	18	0.2%
4.248495242	16	0.2%
4.955827058	15	0.2%
Other values (4087)	5526	71.9%
(Missing)	1758	22.9%

Value	Count	Frequency (%)
0	5	0.1%
1.098612289	1	< 0.1%
1.609437912	2	< 0.1%
1.945910149	3	< 0.1%
2.079441542	4	0.1%
2.302585093	1	< 0.1%
2.564949357	1	< 0.1%
2.708050201	1	< 0.1%
2.890371758	1	< 0.1%
2.944438979	18	0.2%

Value	Count	Frequency (%)
10.81977828	198	2.6%
10.81795663	1	< 0.1%
10.81182675	1	< 0.1%
10.8075235	1	< 0.1%
10.80381149	1	< 0.1%
10.80261178	1	< 0.1%
10.80236759	1	< 0.1%
10.80084008	1	< 0.1%
10.79712359	1	< 0.1%
10.7968576	1	< 0.1%

Interactions

Correlations

	claim_number	notification_period	inception_to_loss	time_hour	vechile_registration_present	incident_details_present	injury_details_present	tp_type_insd_pass_back	tp_type_driver	tp_type_pass_back	tp_type_pass_front	tp_type_bike	tp_type_cyclist	tp_type_pedestrian	tp_type_other	tp_type_nk	tp_injury_whiplash	tp_injury_traumatic	tp_injury_fatality	tp_injury_unclear	tp_injury_nk	tp_region_eastang	tp_region_eastmid	tp_region_london	tp_region_north	tp_region_northw	tp_region_outerldn	tp_region_scotland	tp_region_southe	tp_region_southw	tp_region_wales	tp_region_westmid	tp_region_yorkshire	incurred	capped_incurred	incurred_log	capped_incurred_log
claim_number	1.000	0.026	0.028	-0.001	0.011	0.222	-0.022	0.019	0.601	0.030	0.027	0.014	0.015	0.019	-0.082	-0.628	0.041	0.077	0.002	-0.086	0.155	-0.032	-0.021	0.004	-0.010	-0.015	-0.011	0.005	-0.070	-0.084	-0.019	-0.003	-0.023	-0.017	-0.002	0.001	0.003
notification_period	0.026	1.000	-0.021	-0.156	-0.002	-0.050	-0.068	-0.006	-0.012	0.003	-0.000	0.015	0.017	-0.002	-0.010	-0.035	0.011	-0.009	0.019	-0.062	-0.001	-0.011	0.006	0.028	-0.004	-0.019	-0.016	-0.007	-0.005	-0.024	-0.010	-0.011	-0.014	0.004	-0.014	-0.020	-0.022
inception_to_loss	0.028	-0.021	1.000	-0.007	0.012	0.014	-0.012	-0.031	0.012	-0.004	0.006	-0.010	0.021	0.000	-0.008	-0.014	-0.002	-0.004	-0.017	-0.010	-0.007	0.026	-0.002	-0.003	-0.005	-0.008	-0.002	-0.015	-0.011	0.002	-0.016	0.023	-0.012	0.008	-0.002	-0.012	-0.013
time_hour	-0.001	-0.156	-0.007	1.000	-0.011	0.024	0.104	0.059	0.016	0.004	0.034	0.019	-0.001	0.005	-0.006	-0.011	0.049	0.022	0.006	0.012	0.002	0.018	0.011	0.008	0.025	0.021	-0.002	0.001	0.005	0.021	0.014	0.013	0.012	0.008	0.026	0.003	0.004
vechile_registration_present	0.011	-0.002	0.012	-0.011	1.000	-0.014	0.004	0.004	-0.001	-0.013	0.007	0.002	0.001	0.000	-0.046	-0.008	-0.018	0.007	0.002	-0.071	-0.017	0.005	0.005	0.003	0.004	0.005	0.004	0.003	-0.026	-0.006	-0.114	0.006	0.006	0.005	0.014	0.015	0.015
incident_details_present	0.222	-0.050	0.014	0.024	-0.014	1.000	0.098	0.019	0.224	0.019	0.013	0.003	-0.003	0.006	-0.000	-0.238	0.032	0.015	-0.008	-0.016	0.052	0.000	-0.009	-0.002	-0.004	0.015	-0.000	0.004	-0.026	-0.010	-0.003	0.012	-0.023	-0.001	0.010	0.026	0.028
injury_details_present	-0.022	-0.068	-0.012	0.104	0.004	0.098	1.000	0.135	0.073	0.022	0.089	-0.003	0.001	0.021	0.057	-0.021	0.113	0.177	0.031	0.035	0.068	0.029	0.056	0.005	0.046	0.033	0.030	0.063	0.028	0.002	0.035	0.025	0.048	0.096	0.153	0.041	0.031
tp_type_insd_pass_back	0.019	-0.006	-0.031	0.059	0.004	0.019	0.135	1.000	0.059	0.036	0.036	0.009	-0.003	-0.002	0.020	-0.070	0.243	0.193	0.131	0.141	0.189	0.064	0.032	0.058	0.029	0.077	-0.003	0.043	0.102	0.005	0.088	0.026	0.118	0.066	0.100	0.058	0.049
tp_type_driver	0.601	-0.012	0.012	0.016	-0.001	0.224	0.073	0.059	1.000	0.098	0.163	-0.088	-0.017	0.028	-0.027	-0.749	0.271	0.174	0.032	0.009	0.188	0.030	0.049	0.010	0.039	0.072	0.035	0.017	0.022	-0.025	0.046	0.068	0.047	0.099	0.268	0.220	0.218
tp_type_pass_back	0.030	0.003	-0.004	0.004	-0.013	0.019	0.022	0.036	0.098	1.000	0.296	-0.013	-0.003	-0.002	0.076	-0.086	0.536	0.178	-0.001	-0.030	0.033	0.052	0.131	0.210	0.062	0.113	0.117	0.080	0.131	0.056	0.119	0.189	0.139	0.106	0.292	0.194	0.189
tp_type_pass_front	0.027	-0.000	0.006	0.034	0.007	0.013	0.089	0.036	0.163	0.296	1.000	-0.020	0.018	-0.003	0.067	-0.126	0.528	0.302	0.060	-0.101	0.006	0.081	0.118	0.067	0.073	0.194	0.066	0.090	0.100	0.071	0.143	0.158	0.175	0.157	0.391	0.284	0.276
tp_type_bike	0.014	0.015	-0.010	0.019	0.002	0.003	-0.003	0.009	-0.088	-0.013	-0.020	1.000	-0.002	-0.001	-0.001	-0.055	0.040	0.033	0.018	-0.059	-0.015	0.011	-0.004	0.005	0.011	0.014	-0.000	-0.001	0.005	0.013	-0.010	0.016	-0.006	0.056	0.083	0.078	0.073
tp_type_cyclist	0.015	0.017	0.021	-0.001	0.001	-0.003	0.001	-0.003	-0.017	-0.003	0.018	-0.002	1.000	-0.000	-0.005	-0.015	0.026	0.013	-0.001	-0.027	-0.012	-0.004	0.056	-0.002	-0.003	-0.004	-0.004	-0.002	-0.006	0.011	0.014	-0.005	-0.005	-0.003	-0.003	0.003	0.003
tp_type_pedestrian	0.019	-0.002	0.000	0.005	0.000	0.006	0.021	-0.002	0.028	-0.002	-0.003	-0.001	-0.000	1.000	-0.002	-0.008	-0.005	0.072	-0.001	0.022	0.007	-0.002	-0.002	-0.001	-0.002	-0.002	-0.002	-0.001	-0.003	-0.003	-0.002	0.094	-0.002	0.013	0.046	0.022	0.021
tp_type_other	-0.082	-0.010	-0.008	-0.006	-0.046	-0.000	0.057	0.020	-0.027	0.076	0.067	-0.001	-0.005	-0.002	1.000	-0.136	0.189	0.090	0.073	0.312	0.147	0.034	0.080	0.047	0.014	0.110	0.058	0.061	0.076	0.077	0.084	0.087	0.086	0.200	0.282	0.211	0.195
tp_type_nk	-0.628	-0.035	-0.014	-0.011	-0.008	-0.238	-0.021	-0.070	-0.749	-0.086	-0.126	-0.055	-0.015	-0.008	-0.136	1.000	-0.237	-0.132	-0.034	0.288	-0.015	-0.006	-0.012	-0.001	-0.016	-0.036	0.001	-0.015	0.019	0.042	-0.037	-0.020	-0.018	-0.075	-0.213	-0.198	-0.197
tp_injury_whiplash	0.041	0.011	-0.002	0.049	-0.018	0.032	0.113	0.243	0.271	0.536	0.528	0.040	0.026	-0.005	0.189	-0.237	1.000	0.109	0.008	-0.338	-0.019	0.061	0.135	0.142	0.105	0.232	0.100	0.102	0.144	0.082	0.185	0.228	0.213	0.127	0.500	0.406	0.410
tp_injury_traumatic	0.077	-0.009	-0.004	0.022	0.007	0.015	0.177	0.193	0.174	0.178	0.302	0.033	0.013	0.072	0.090	-0.132	0.109	1.000	0.085	-0.161	0.023	0.070	0.122	0.031	0.067	0.077	0.038	0.043	0.154	0.034	0.082	0.077	0.131	0.253	0.352	0.247	0.224
tp_injury_fatality	0.002	0.019	-0.017	0.006	0.002	-0.008	0.031	0.131	0.032	-0.001	0.060	0.018	-0.001	-0.001	0.073	-0.034	0.008	0.085	1.000	-0.006	0.048	0.141	-0.003	-0.006	0.002	0.036	-0.009	0.005	0.033	0.003	-0.010	0.028	0.004	0.193	0.110	0.081	0.055
tp_injury_unclear	-0.086	-0.062	-0.010	0.012	-0.071	-0.016	0.035	0.141	0.009	-0.030	-0.101	-0.059	-0.027	0.022	0.312	0.288	-0.338	-0.161	-0.006	1.000	0.422	0.018	0.013	0.016	-0.028	-0.017	0.016	0.004	0.022	0.030	0.003	-0.005	0.001	0.026	-0.135	-0.175	-0.189
tp_injury_nk	0.155	-0.001	-0.007	0.002	-0.017	0.052	0.068	0.189	0.188	0.033	0.006	-0.015	-0.012	0.007	0.147	-0.015	-0.019	0.023	0.048	0.422	1.000	-0.094	-0.088	-0.043	-0.067	-0.106	-0.096	-0.054	-0.162	-0.171	-0.086	-0.107	-0.121	0.046	-0.053	-0.080	-0.088
tp_region_eastang	-0.032	-0.011	0.026	0.018	0.005	0.000	0.029	0.064	0.030	0.052	0.081	0.011	-0.004	-0.002	0.034	-0.006	0.061	0.070	0.141	0.018	-0.094	1.000	-0.022	-0.011	-0.022	-0.031	-0.017	-0.017	-0.038	-0.043	-0.030	-0.031	-0.031	0.071	0.102	0.075	0.067
tp_region_eastmid	-0.021	0.006	-0.002	0.011	0.005	-0.009	0.056	0.032	0.049	0.131	0.118	-0.004	0.056	-0.002	0.080	-0.012	0.135	0.122	-0.003	0.013	-0.088	-0.022	1.000	-0.016	-0.024	-0.019	-0.024	-0.019	-0.043	-0.047	-0.024	-0.018	-0.018	0.057	0.079	0.046	0.041
tp_region_london	0.004	0.028	-0.003	0.008	0.003	-0.002	0.005	0.058	0.010	0.210	0.067	0.005	-0.002	-0.001	0.047	-0.001	0.142	0.031	-0.006	0.016	-0.043	-0.011	-0.016	1.000	-0.013	-0.017	0.008	-0.007	-0.005	-0.027	-0.014	-0.021	-0.017	0.017	0.081	0.048	0.048
tp_region_north	-0.010	-0.004	-0.005	0.025	0.004	-0.004	0.046	0.029	0.039	0.062	0.073	0.011	-0.003	-0.002	0.014	-0.016	0.105	0.067	0.002	-0.028	-0.067	-0.022	-0.024	-0.013	1.000	-0.022	-0.021	-0.004	-0.037	-0.034	-0.024	-0.022	-0.019	0.043	0.076	0.065	0.064
tp_region_northw	-0.015	-0.019	-0.008	0.021	0.005	0.015	0.033	0.077	0.072	0.113	0.194	0.014	-0.004	-0.002	0.110	-0.036	0.232	0.077	0.036	-0.017	-0.106	-0.031	-0.019	-0.017	-0.022	1.000	-0.019	-0.020	-0.050	-0.050	-0.032	-0.038	-0.021	0.040	0.184	0.121	0.123
tp_region_outerldn	-0.011	-0.016	-0.002	-0.002	0.004	-0.000	0.030	-0.003	0.035	0.117	0.066	-0.000	-0.004	-0.002	0.058	0.001	0.100	0.038	-0.009	0.016	-0.096	-0.017	-0.024	0.008	-0.021	-0.019	1.000	-0.017	-0.028	-0.036	-0.029	-0.025	-0.027	0.024	0.105	0.069	0.068
tp_region_scotland	0.005	-0.007	-0.015	0.001	0.003	0.004	0.063	0.043	0.017	0.080	0.090	-0.001	-0.002	-0.001	0.061	-0.015	0.102	0.043	0.005	0.004	-0.054	-0.017	-0.019	-0.007	-0.004	-0.020	-0.017	1.000	-0.028	-0.028	-0.017	-0.014	-0.023	0.040	0.118	0.084	0.081
tp_region_southe	-0.070	-0.005	-0.011	0.005	-0.026	-0.026	0.028	0.102	0.022	0.131	0.100	0.005	-0.006	-0.003	0.076	0.019	0.144	0.154	0.033	0.022	-0.162	-0.038	-0.043	-0.005	-0.037	-0.050	-0.028	-0.028	1.000	-0.071	-0.039	-0.053	-0.057	0.103	0.115	0.099	0.092
tp_region_southw	-0.084	-0.024	0.002	0.021	-0.006	-0.010	0.002	0.005	-0.025	0.056	0.071	0.013	0.011	-0.003	0.077	0.042	0.082	0.034	0.003	0.030	-0.171	-0.043	-0.047	-0.027	-0.034	-0.050	-0.036	-0.028	-0.071	1.000	-0.045	-0.043	-0.049	0.034	0.058	0.067	0.063
tp_region_wales	-0.019	-0.010	-0.016	0.014	-0.114	-0.003	0.035	0.088	0.046	0.119	0.143	-0.010	0.014	-0.002	0.084	-0.037	0.185	0.082	-0.010	0.003	-0.086	-0.030	-0.024	-0.014	-0.024	-0.032	-0.029	-0.017	-0.039	-0.045	1.000	-0.037	-0.033	0.039	0.111	0.108	0.108
tp_region_westmid	-0.003	-0.011	0.023	0.013	0.006	0.012	0.025	0.026	0.068	0.189	0.158	0.016	-0.005	0.094	0.087	-0.020	0.228	0.077	0.028	-0.005	-0.107	-0.031	-0.018	-0.021	-0.022	-0.038	-0.025	-0.014	-0.053	-0.043	-0.037	1.000	-0.037	0.060	0.174	0.120	0.117
tp_region_yorkshire	-0.023	-0.014	-0.012	0.012	0.006	-0.023	0.048	0.118	0.047	0.139	0.175	-0.006	-0.005	-0.002	0.086	-0.018	0.213	0.131	0.004	0.001	-0.121	-0.031	-0.018	-0.017	-0.019	-0.021	-0.027	-0.023	-0.057	-0.049	-0.033	-0.037	1.000	0.079	0.192	0.131	0.126
incurred	-0.017	0.004	0.008	0.008	0.005	-0.001	0.096	0.066	0.099	0.106	0.157	0.056	-0.003	0.013	0.200	-0.075	0.127	0.253	0.193	0.026	0.046	0.071	0.057	0.017	0.043	0.040	0.024	0.040	0.103	0.034	0.039	0.060	0.079	1.000	0.480	0.368	0.281
capped_incurred	-0.002	-0.014	-0.002	0.026	0.014	0.010	0.153	0.100	0.268	0.292	0.391	0.083	-0.003	0.046	0.282	-0.213	0.500	0.352	0.110	-0.135	-0.053	0.102	0.079	0.081	0.076	0.184	0.105	0.118	0.115	0.058	0.111	0.174	0.192	0.480	1.000	0.763	0.735
incurred_log	0.001	-0.020	-0.012	0.003	0.015	0.026	0.041	0.058	0.220	0.194	0.284	0.078	0.003	0.022	0.211	-0.198	0.406	0.247	0.081	-0.175	-0.080	0.075	0.046	0.048	0.065	0.121	0.069	0.084	0.099	0.067	0.108	0.120	0.131	0.368	0.763	1.000	0.995
capped_incurred_log	0.003	-0.022	-0.013	0.004	0.015	0.028	0.031	0.049	0.218	0.189	0.276	0.073	0.003	0.021	0.195	-0.197	0.410	0.224	0.055	-0.189	-0.088	0.067	0.041	0.048	0.064	0.123	0.068	0.081	0.092	0.063	0.108	0.117	0.126	0.281	0.735	0.995	1.000

	claim_number	notification_period	inception_to_loss	time_hour	vechile_registration_present	incident_details_present	injury_details_present	tp_type_insd_pass_back	tp_type_driver	tp_type_pass_back	tp_type_pass_front	tp_type_bike	tp_type_cyclist	tp_type_pedestrian	tp_type_other	tp_type_nk	tp_injury_whiplash	tp_injury_traumatic	tp_injury_fatality	tp_injury_unclear	tp_injury_nk	tp_region_eastang	tp_region_eastmid	tp_region_london	tp_region_north	tp_region_northw	tp_region_outerldn	tp_region_scotland	tp_region_southe	tp_region_southw	tp_region_wales	tp_region_westmid	tp_region_yorkshire	incurred	capped_incurred	incurred_log	capped_incurred_log
claim_number	1.000	-0.058	0.029	-0.003	0.011	0.222	-0.022	0.027	0.646	0.038	0.033	0.014	0.015	0.019	-0.062	-0.654	0.055	0.083	-0.000	-0.084	0.170	-0.033	-0.027	-0.011	-0.015	-0.014	-0.015	-0.006	-0.087	-0.096	-0.029	-0.002	-0.038	0.003	0.003	0.002	0.002
notification_period	-0.058	1.000	-0.011	0.184	-0.026	-0.041	0.012	0.042	-0.052	0.047	0.049	0.004	0.000	0.011	0.033	0.030	0.042	0.050	0.054	-0.027	0.032	-0.009	0.010	0.014	0.004	0.007	-0.012	0.015	-0.029	-0.025	0.043	-0.015	-0.013	-0.007	-0.007	-0.007	-0.008
inception_to_loss	0.029	-0.011	1.000	-0.008	0.011	0.013	-0.013	-0.024	0.014	-0.001	0.009	-0.012	0.021	0.001	-0.004	-0.014	-0.012	-0.005	-0.017	-0.001	0.001	0.023	0.000	0.002	-0.006	-0.012	-0.010	-0.010	-0.011	0.008	-0.014	0.017	-0.016	-0.014	-0.014	-0.015	-0.015
time_hour	-0.003	0.184	-0.008	1.000	-0.010	0.016	0.095	0.057	0.017	0.016	0.042	0.019	-0.002	0.005	-0.010	-0.020	0.051	0.035	0.009	-0.009	-0.010	-0.002	0.018	0.009	0.020	0.022	-0.000	0.003	-0.001	0.009	0.007	0.006	0.013	0.010	0.010	0.009	0.009
vechile_registration_present	0.011	-0.026	0.011	-0.010	1.000	-0.014	0.004	0.004	0.011	-0.022	0.007	0.002	0.001	0.000	-0.014	-0.010	-0.001	0.007	0.002	-0.026	-0.011	0.005	0.006	0.004	0.004	0.006	0.005	0.003	-0.024	-0.009	-0.041	0.007	0.007	0.011	0.011	0.011	0.011
incident_details_present	0.222	-0.041	0.013	0.016	-0.014	1.000	0.098	0.029	0.238	0.015	0.013	0.005	-0.003	0.006	0.003	-0.244	0.034	0.018	-0.011	-0.019	0.050	-0.006	-0.015	-0.019	-0.011	0.018	-0.004	-0.001	-0.031	-0.013	-0.010	0.019	-0.022	0.023	0.023	0.022	0.022
injury_details_present	-0.022	0.012	-0.013	0.095	0.004	0.098	1.000	0.144	0.068	0.033	0.087	-0.002	0.001	0.021	0.062	-0.032	0.135	0.186	0.037	0.020	0.034	0.010	0.048	0.008	0.039	0.041	0.014	0.057	0.019	-0.012	0.037	0.020	0.039	0.047	0.047	0.047	0.047
tp_type_insd_pass_back	0.027	0.042	-0.024	0.057	0.004	0.029	0.144	1.000	0.069	0.060	0.048	0.010	-0.003	-0.002	0.035	-0.081	0.193	0.175	0.087	0.084	0.098	0.037	0.022	0.011	0.023	0.033	0.001	0.027	0.025	-0.001	0.046	0.017	0.063	0.047	0.047	0.047	0.047
tp_type_driver	0.646	-0.052	0.014	0.017	0.011	0.238	0.068	0.069	1.000	0.111	0.168	-0.093	-0.017	0.022	-0.011	-0.823	0.307	0.177	0.031	-0.073	0.147	0.010	0.025	0.003	0.024	0.060	0.017	0.008	-0.025	-0.052	0.026	0.052	0.016	0.226	0.226	0.225	0.225
tp_type_pass_back	0.038	0.047	-0.001	0.016	-0.022	0.015	0.033	0.060	0.111	1.000	0.347	-0.015	-0.004	-0.002	0.081	-0.107	0.360	0.169	0.003	-0.080	-0.020	0.031	0.037	0.070	0.034	0.086	0.042	0.010	0.039	0.010	0.041	0.056	0.070	0.224	0.224	0.224	0.224
tp_type_pass_front	0.033	0.049	0.009	0.042	0.007	0.013	0.087	0.048	0.168	0.347	1.000	-0.020	0.019	-0.003	0.086	-0.136	0.435	0.260	0.054	-0.151	-0.042	0.029	0.051	0.037	0.044	0.123	0.021	0.058	0.029	0.018	0.066	0.084	0.083	0.299	0.299	0.299	0.299
tp_type_bike	0.014	0.004	-0.012	0.019	0.002	0.005	-0.002	0.010	-0.093	-0.015	-0.020	1.000	-0.002	-0.001	0.006	-0.059	0.060	0.042	0.022	-0.071	-0.023	0.020	-0.001	0.014	0.009	0.010	0.003	0.002	0.010	0.022	-0.010	0.013	-0.002	0.076	0.076	0.076	0.076
tp_type_cyclist	0.015	0.000	0.021	-0.002	0.001	-0.003	0.001	-0.003	-0.017	-0.004	0.019	-0.002	1.000	-0.000	-0.006	-0.016	0.033	0.018	-0.001	-0.031	-0.013	-0.004	0.025	-0.003	-0.003	-0.005	-0.004	-0.003	-0.007	0.014	0.023	-0.006	-0.006	0.002	0.002	0.002	0.002
tp_type_pedestrian	0.019	0.011	0.001	0.005	0.000	0.006	0.021	-0.002	0.022	-0.002	-0.003	-0.001	-0.000	1.000	-0.003	-0.008	-0.005	0.047	-0.001	0.024	0.009	-0.002	-0.002	-0.001	-0.002	-0.003	-0.002	-0.001	-0.004	-0.003	-0.002	0.049	-0.003	0.022	0.022	0.022	0.022
tp_type_other	-0.062	0.033	-0.004	-0.010	-0.014	0.003	0.062	0.035	-0.011	0.081	0.086	0.006	-0.006	-0.003	1.000	-0.164	0.199	0.115	0.055	0.200	0.079	0.017	0.058	0.014	0.030	0.049	0.020	0.048	0.056	0.017	0.051	0.029	0.072	0.218	0.218	0.218	0.218
tp_type_nk	-0.654	0.030	-0.014	-0.020	-0.010	-0.244	-0.032	-0.081	-0.823	-0.107	-0.136	-0.059	-0.016	-0.008	-0.164	1.000	-0.296	-0.153	-0.036	0.285	-0.033	0.003	-0.005	0.002	-0.012	-0.037	0.010	-0.006	0.039	0.060	-0.020	-0.019	-0.002	-0.224	-0.224	-0.223	-0.223
tp_injury_whiplash	0.055	0.042	-0.012	0.051	-0.001	0.034	0.135	0.193	0.307	0.360	0.435	0.060	0.033	-0.005	0.199	-0.296	1.000	0.102	0.016	-0.483	-0.133	0.034	0.079	0.059	0.074	0.155	0.062	0.066	0.086	0.055	0.110	0.118	0.111	0.490	0.491	0.490	0.491
tp_injury_traumatic	0.083	0.050	-0.005	0.035	0.007	0.018	0.186	0.175	0.177	0.169	0.260	0.042	0.018	0.047	0.115	-0.153	0.102	1.000	0.078	-0.229	-0.034	0.046	0.060	0.039	0.059	0.054	0.024	0.021	0.064	0.007	0.050	0.041	0.072	0.246	0.246	0.246	0.246
tp_injury_fatality	-0.000	0.054	-0.017	0.009	0.002	-0.011	0.037	0.087	0.031	0.003	0.054	0.022	-0.001	-0.001	0.055	-0.036	0.016	0.078	1.000	-0.017	0.042	0.054	-0.001	-0.007	0.007	0.009	-0.010	0.011	-0.010	-0.008	-0.012	0.035	-0.005	0.053	0.052	0.053	0.052
tp_injury_unclear	-0.084	-0.027	-0.001	-0.009	-0.026	-0.019	0.020	0.084	-0.073	-0.080	-0.151	-0.071	-0.031	0.024	0.200	0.285	-0.483	-0.229	-0.017	1.000	0.381	0.008	-0.007	-0.016	-0.036	-0.066	0.007	-0.001	-0.017	-0.007	-0.046	-0.027	-0.022	-0.279	-0.279	-0.278	-0.279
tp_injury_nk	0.170	0.032	0.001	-0.010	-0.011	0.050	0.034	0.098	0.147	-0.020	-0.042	-0.023	-0.013	0.009	0.079	-0.033	-0.133	-0.034	0.042	0.381	1.000	-0.130	-0.139	-0.094	-0.095	-0.148	-0.126	-0.083	-0.250	-0.236	-0.140	-0.165	-0.176	-0.141	-0.141	-0.141	-0.141
tp_region_eastang	-0.033	-0.009	0.023	-0.002	0.005	-0.006	0.010	0.037	0.010	0.031	0.029	0.020	-0.004	-0.002	0.017	0.003	0.034	0.046	0.054	0.008	-0.130	1.000	-0.029	-0.012	-0.027	-0.041	-0.023	-0.023	-0.048	-0.053	-0.039	-0.041	-0.039	0.054	0.054	0.054	0.054
tp_region_eastmid	-0.027	0.010	0.000	0.018	0.006	-0.015	0.048	0.022	0.025	0.037	0.051	-0.001	0.025	-0.002	0.058	-0.005	0.079	0.060	-0.001	-0.007	-0.139	-0.029	1.000	-0.021	-0.030	-0.030	-0.032	-0.026	-0.061	-0.059	-0.040	-0.024	-0.032	0.035	0.035	0.035	0.034
tp_region_london	-0.011	0.014	0.002	0.009	0.004	-0.019	0.008	0.011	0.003	0.070	0.037	0.014	-0.003	-0.001	0.014	0.002	0.059	0.039	-0.007	-0.016	-0.094	-0.012	-0.021	1.000	-0.019	-0.024	0.008	-0.008	-0.013	-0.037	-0.022	-0.031	-0.024	0.035	0.035	0.035	0.035
tp_region_north	-0.015	0.004	-0.006	0.020	0.004	-0.011	0.039	0.023	0.024	0.034	0.044	0.009	-0.003	-0.002	0.030	-0.012	0.074	0.059	0.007	-0.036	-0.095	-0.027	-0.030	-0.019	1.000	-0.025	-0.026	0.004	-0.047	-0.039	-0.031	-0.032	-0.018	0.054	0.055	0.054	0.054
tp_region_northw	-0.014	0.007	-0.012	0.022	0.006	0.018	0.041	0.033	0.060	0.086	0.123	0.010	-0.005	-0.003	0.049	-0.037	0.155	0.054	0.009	-0.066	-0.148	-0.041	-0.030	-0.024	-0.025	1.000	-0.036	-0.028	-0.066	-0.063	-0.042	-0.049	-0.041	0.106	0.106	0.107	0.107
tp_region_outerldn	-0.015	-0.012	-0.010	-0.000	0.005	-0.004	0.014	0.001	0.017	0.042	0.021	0.003	-0.004	-0.002	0.020	0.010	0.062	0.024	-0.010	0.007	-0.126	-0.023	-0.032	0.008	-0.026	-0.036	1.000	-0.022	-0.034	-0.040	-0.038	-0.033	-0.038	0.054	0.054	0.054	0.054
tp_region_scotland	-0.006	0.015	-0.010	0.003	0.003	-0.001	0.057	0.027	0.008	0.010	0.058	0.002	-0.003	-0.001	0.048	-0.006	0.066	0.021	0.011	-0.001	-0.083	-0.023	-0.026	-0.008	0.004	-0.028	-0.022	1.000	-0.037	-0.036	-0.021	-0.025	-0.031	0.073	0.074	0.073	0.073
tp_region_southe	-0.087	-0.029	-0.011	-0.001	-0.024	-0.031	0.019	0.025	-0.025	0.039	0.029	0.010	-0.007	-0.004	0.056	0.039	0.086	0.064	-0.010	-0.017	-0.250	-0.048	-0.061	-0.013	-0.047	-0.066	-0.034	-0.037	1.000	-0.089	-0.060	-0.074	-0.077	0.068	0.068	0.068	0.068
tp_region_southw	-0.096	-0.025	0.008	0.009	-0.009	-0.013	-0.012	-0.001	-0.052	0.010	0.018	0.022	0.014	-0.003	0.017	0.060	0.055	0.007	-0.008	-0.007	-0.236	-0.053	-0.059	-0.037	-0.039	-0.063	-0.040	-0.036	-0.089	1.000	-0.060	-0.062	-0.061	0.045	0.044	0.044	0.044
tp_region_wales	-0.029	0.043	-0.014	0.007	-0.041	-0.010	0.037	0.046	0.026	0.041	0.066	-0.010	0.023	-0.002	0.051	-0.020	0.110	0.050	-0.012	-0.046	-0.140	-0.039	-0.040	-0.022	-0.031	-0.042	-0.038	-0.021	-0.060	-0.060	1.000	-0.049	-0.046	0.090	0.090	0.090	0.090
tp_region_westmid	-0.002	-0.015	0.017	0.006	0.007	0.019	0.020	0.017	0.052	0.056	0.084	0.013	-0.006	0.049	0.029	-0.019	0.118	0.041	0.035	-0.027	-0.165	-0.041	-0.024	-0.031	-0.032	-0.049	-0.033	-0.025	-0.074	-0.062	-0.049	1.000	-0.054	0.086	0.086	0.087	0.087
tp_region_yorkshire	-0.038	-0.013	-0.016	0.013	0.007	-0.022	0.039	0.063	0.016	0.070	0.083	-0.002	-0.006	-0.003	0.072	-0.002	0.111	0.072	-0.005	-0.022	-0.176	-0.039	-0.032	-0.024	-0.018	-0.041	-0.038	-0.031	-0.077	-0.061	-0.046	-0.054	1.000	0.103	0.103	0.103	0.103
incurred	0.003	-0.007	-0.014	0.010	0.011	0.023	0.047	0.047	0.226	0.224	0.299	0.076	0.002	0.022	0.218	-0.224	0.490	0.246	0.053	-0.279	-0.141	0.054	0.035	0.035	0.054	0.106	0.054	0.073	0.068	0.045	0.090	0.086	0.103	1.000	1.000	1.000	1.000
capped_incurred	0.003	-0.007	-0.014	0.010	0.011	0.023	0.047	0.047	0.226	0.224	0.299	0.076	0.002	0.022	0.218	-0.224	0.491	0.246	0.052	-0.279	-0.141	0.054	0.035	0.035	0.055	0.106	0.054	0.074	0.068	0.044	0.090	0.086	0.103	1.000	1.000	1.000	1.000
incurred_log	0.002	-0.007	-0.015	0.009	0.011	0.022	0.047	0.047	0.225	0.224	0.299	0.076	0.002	0.022	0.218	-0.223	0.490	0.246	0.053	-0.278	-0.141	0.054	0.035	0.035	0.054	0.107	0.054	0.073	0.068	0.044	0.090	0.087	0.103	1.000	1.000	1.000	1.000
capped_incurred_log	0.002	-0.008	-0.015	0.009	0.011	0.022	0.047	0.047	0.225	0.224	0.299	0.076	0.002	0.022	0.218	-0.223	0.491	0.246	0.052	-0.279	-0.141	0.054	0.034	0.035	0.054	0.107	0.054	0.073	0.068	0.044	0.090	0.087	0.103	1.000	1.000	1.000	1.000

	claim_number	notification_period	inception_to_loss	time_hour	vechile_registration_present	incident_details_present	injury_details_present	tp_type_insd_pass_back	tp_type_driver	tp_type_pass_back	tp_type_pass_front	tp_type_bike	tp_type_cyclist	tp_type_pedestrian	tp_type_other	tp_type_nk	tp_injury_whiplash	tp_injury_traumatic	tp_injury_fatality	tp_injury_unclear	tp_injury_nk	tp_region_eastang	tp_region_eastmid	tp_region_london	tp_region_north	tp_region_northw	tp_region_outerldn	tp_region_scotland	tp_region_southe	tp_region_southw	tp_region_wales	tp_region_westmid	tp_region_yorkshire	incurred	capped_incurred	incurred_log	capped_incurred_log
claim_number	1.000	-0.043	0.019	-0.002	0.009	0.181	-0.018	0.022	0.521	0.031	0.027	0.011	0.012	0.015	-0.051	-0.531	0.044	0.067	-0.000	-0.067	0.136	-0.027	-0.022	-0.009	-0.012	-0.011	-0.012	-0.005	-0.070	-0.078	-0.024	-0.002	-0.031	0.001	0.001	0.000	0.000
notification_period	-0.043	1.000	-0.008	0.147	-0.024	-0.038	0.011	0.038	-0.047	0.043	0.045	0.003	0.000	0.010	0.030	0.027	0.037	0.045	0.049	-0.024	0.028	-0.008	0.009	0.013	0.004	0.007	-0.011	0.013	-0.026	-0.022	0.039	-0.013	-0.012	-0.005	-0.005	-0.005	-0.005
inception_to_loss	0.019	-0.008	1.000	-0.006	0.009	0.011	-0.010	-0.020	0.011	-0.001	0.007	-0.009	0.017	0.001	-0.004	-0.011	-0.010	-0.004	-0.014	-0.001	0.001	0.019	0.000	0.001	-0.005	-0.009	-0.009	-0.008	-0.009	0.007	-0.011	0.014	-0.013	-0.010	-0.010	-0.010	-0.010
time_hour	-0.002	0.147	-0.006	1.000	-0.009	0.013	0.080	0.048	0.015	0.013	0.035	0.016	-0.001	0.004	-0.008	-0.016	0.042	0.029	0.007	-0.007	-0.009	-0.002	0.015	0.007	0.017	0.018	-0.000	0.002	-0.001	0.007	0.006	0.005	0.011	0.006	0.006	0.006	0.006
vechile_registration_present	0.009	-0.024	0.009	-0.009	1.000	-0.014	0.004	0.004	0.011	-0.022	0.007	0.002	0.001	0.000	-0.014	-0.010	-0.001	0.007	0.002	-0.025	-0.011	0.005	0.006	0.004	0.004	0.006	0.005	0.003	-0.024	-0.009	-0.040	0.007	0.007	0.009	0.009	0.009	0.009
incident_details_present	0.181	-0.038	0.011	0.013	-0.014	1.000	0.098	0.029	0.235	0.015	0.013	0.005	-0.003	0.006	0.003	-0.242	0.033	0.018	-0.011	-0.019	0.049	-0.006	-0.015	-0.019	-0.011	0.018	-0.004	-0.001	-0.031	-0.013	-0.010	0.019	-0.022	0.019	0.019	0.018	0.018
injury_details_present	-0.018	0.011	-0.010	0.080	0.004	0.098	1.000	0.144	0.067	0.033	0.087	-0.002	0.001	0.021	0.062	-0.032	0.132	0.185	0.037	0.020	0.034	0.010	0.048	0.008	0.039	0.040	0.014	0.057	0.019	-0.012	0.037	0.020	0.039	0.038	0.038	0.038	0.038
tp_type_insd_pass_back	0.022	0.038	-0.020	0.048	0.004	0.029	0.144	1.000	0.068	0.060	0.048	0.010	-0.003	-0.002	0.035	-0.080	0.189	0.174	0.086	0.081	0.096	0.036	0.022	0.011	0.023	0.033	0.001	0.026	0.025	-0.001	0.046	0.017	0.062	0.038	0.038	0.038	0.038
tp_type_driver	0.521	-0.047	0.011	0.015	0.011	0.235	0.067	0.068	1.000	0.110	0.166	-0.092	-0.017	0.022	-0.011	-0.807	0.297	0.175	0.030	-0.071	0.143	0.010	0.024	0.003	0.023	0.059	0.016	0.008	-0.025	-0.051	0.025	0.051	0.016	0.183	0.183	0.182	0.182
tp_type_pass_back	0.031	0.043	-0.001	0.013	-0.022	0.015	0.033	0.060	0.110	1.000	0.345	-0.015	-0.004	-0.002	0.080	-0.106	0.353	0.167	0.003	-0.077	-0.020	0.031	0.036	0.070	0.034	0.085	0.042	0.010	0.038	0.010	0.040	0.055	0.070	0.182	0.183	0.182	0.183
tp_type_pass_front	0.027	0.045	0.007	0.035	0.007	0.013	0.087	0.048	0.166	0.345	1.000	-0.020	0.019	-0.003	0.085	-0.135	0.426	0.259	0.054	-0.147	-0.041	0.029	0.051	0.037	0.044	0.122	0.021	0.058	0.029	0.018	0.066	0.084	0.083	0.244	0.244	0.244	0.244
tp_type_bike	0.011	0.003	-0.009	0.016	0.002	0.005	-0.002	0.010	-0.092	-0.015	-0.020	1.000	-0.002	-0.001	0.006	-0.058	0.058	0.042	0.022	-0.069	-0.022	0.020	-0.001	0.014	0.009	0.010	0.003	0.002	0.010	0.021	-0.010	0.013	-0.002	0.062	0.062	0.062	0.062
tp_type_cyclist	0.012	0.000	0.017	-0.001	0.001	-0.003	0.001	-0.003	-0.017	-0.004	0.019	-0.002	1.000	-0.000	-0.006	-0.016	0.032	0.017	-0.001	-0.030	-0.013	-0.004	0.025	-0.003	-0.003	-0.005	-0.004	-0.003	-0.007	0.014	0.023	-0.006	-0.006	0.002	0.002	0.002	0.002
tp_type_pedestrian	0.015	0.010	0.001	0.004	0.000	0.006	0.021	-0.002	0.022	-0.002	-0.003	-0.001	-0.000	1.000	-0.003	-0.008	-0.005	0.047	-0.001	0.023	0.009	-0.002	-0.002	-0.001	-0.002	-0.003	-0.002	-0.001	-0.004	-0.003	-0.002	0.049	-0.003	0.018	0.018	0.018	0.018
tp_type_other	-0.051	0.030	-0.004	-0.008	-0.014	0.003	0.062	0.035	-0.011	0.080	0.085	0.006	-0.006	-0.003	1.000	-0.161	0.194	0.114	0.055	0.194	0.077	0.017	0.057	0.014	0.030	0.049	0.020	0.048	0.056	0.017	0.051	0.029	0.071	0.177	0.177	0.177	0.177
tp_type_nk	-0.531	0.027	-0.011	-0.016	-0.010	-0.242	-0.032	-0.080	-0.807	-0.106	-0.135	-0.058	-0.016	-0.008	-0.161	1.000	-0.287	-0.151	-0.036	0.280	-0.032	0.003	-0.005	0.002	-0.012	-0.036	0.010	-0.006	0.038	0.059	-0.020	-0.019	-0.002	-0.181	-0.181	-0.180	-0.180
tp_injury_whiplash	0.044	0.037	-0.010	0.042	-0.001	0.033	0.132	0.189	0.297	0.353	0.426	0.058	0.032	-0.005	0.194	-0.287	1.000	0.100	0.015	-0.462	-0.128	0.033	0.077	0.058	0.073	0.152	0.061	0.065	0.085	0.054	0.108	0.116	0.108	0.397	0.398	0.397	0.398
tp_injury_traumatic	0.067	0.045	-0.004	0.029	0.007	0.018	0.185	0.174	0.175	0.167	0.259	0.042	0.017	0.047	0.114	-0.151	0.100	1.000	0.078	-0.223	-0.033	0.046	0.059	0.039	0.059	0.053	0.024	0.020	0.064	0.007	0.049	0.040	0.072	0.200	0.200	0.200	0.200
tp_injury_fatality	-0.000	0.049	-0.014	0.007	0.002	-0.011	0.037	0.086	0.030	0.003	0.054	0.022	-0.001	-0.001	0.055	-0.036	0.015	0.078	1.000	-0.016	0.041	0.054	-0.001	-0.007	0.007	0.009	-0.010	0.011	-0.010	-0.008	-0.012	0.035	-0.005	0.043	0.043	0.043	0.043
tp_injury_unclear	-0.067	-0.024	-0.001	-0.007	-0.025	-0.019	0.020	0.081	-0.071	-0.077	-0.147	-0.069	-0.030	0.023	0.194	0.280	-0.462	-0.223	-0.016	1.000	0.371	0.007	-0.007	-0.016	-0.035	-0.064	0.007	-0.001	-0.016	-0.007	-0.045	-0.027	-0.021	-0.223	-0.223	-0.223	-0.223
tp_injury_nk	0.136	0.028	0.001	-0.009	-0.011	0.049	0.034	0.096	0.143	-0.020	-0.041	-0.022	-0.013	0.009	0.077	-0.032	-0.128	-0.033	0.041	0.371	1.000	-0.127	-0.136	-0.092	-0.093	-0.145	-0.123	-0.081	-0.243	-0.230	-0.136	-0.160	-0.171	-0.113	-0.113	-0.113	-0.113
tp_region_eastang	-0.027	-0.008	0.019	-0.002	0.005	-0.006	0.010	0.036	0.010	0.031	0.029	0.020	-0.004	-0.002	0.017	0.003	0.033	0.046	0.054	0.007	-0.127	1.000	-0.029	-0.012	-0.027	-0.040	-0.023	-0.023	-0.048	-0.052	-0.038	-0.040	-0.039	0.044	0.044	0.044	0.044
tp_region_eastmid	-0.022	0.009	0.000	0.015	0.006	-0.015	0.048	0.022	0.024	0.036	0.051	-0.001	0.025	-0.002	0.057	-0.005	0.077	0.059	-0.001	-0.007	-0.136	-0.029	1.000	-0.021	-0.030	-0.030	-0.032	-0.025	-0.061	-0.059	-0.040	-0.024	-0.031	0.028	0.028	0.028	0.028
tp_region_london	-0.009	0.013	0.001	0.007	0.004	-0.019	0.008	0.011	0.003	0.070	0.037	0.014	-0.003	-0.001	0.014	0.002	0.058	0.039	-0.007	-0.016	-0.092	-0.012	-0.021	1.000	-0.019	-0.024	0.008	-0.008	-0.012	-0.037	-0.022	-0.031	-0.023	0.029	0.029	0.028	0.029
tp_region_north	-0.012	0.004	-0.005	0.017	0.004	-0.011	0.039	0.023	0.023	0.034	0.044	0.009	-0.003	-0.002	0.030	-0.012	0.073	0.059	0.007	-0.035	-0.093	-0.027	-0.030	-0.019	1.000	-0.025	-0.026	0.003	-0.047	-0.039	-0.031	-0.032	-0.018	0.044	0.044	0.044	0.044
tp_region_northw	-0.011	0.007	-0.009	0.018	0.006	0.018	0.040	0.033	0.059	0.085	0.122	0.010	-0.005	-0.003	0.049	-0.036	0.152	0.053	0.009	-0.064	-0.145	-0.040	-0.030	-0.024	-0.025	1.000	-0.036	-0.028	-0.065	-0.063	-0.042	-0.049	-0.041	0.086	0.087	0.087	0.088
tp_region_outerldn	-0.012	-0.011	-0.009	-0.000	0.005	-0.004	0.014	0.001	0.016	0.042	0.021	0.003	-0.004	-0.002	0.020	0.010	0.061	0.024	-0.010	0.007	-0.123	-0.023	-0.032	0.008	-0.026	-0.036	1.000	-0.022	-0.034	-0.040	-0.038	-0.033	-0.038	0.044	0.044	0.044	0.044
tp_region_scotland	-0.005	0.013	-0.008	0.002	0.003	-0.001	0.057	0.026	0.008	0.010	0.058	0.002	-0.003	-0.001	0.048	-0.006	0.065	0.020	0.011	-0.001	-0.081	-0.023	-0.025	-0.008	0.003	-0.028	-0.022	1.000	-0.036	-0.036	-0.021	-0.025	-0.031	0.060	0.060	0.060	0.060
tp_region_southe	-0.070	-0.026	-0.009	-0.001	-0.024	-0.031	0.019	0.025	-0.025	0.038	0.029	0.010	-0.007	-0.004	0.056	0.038	0.085	0.064	-0.010	-0.016	-0.243	-0.048	-0.061	-0.012	-0.047	-0.065	-0.034	-0.036	1.000	-0.088	-0.059	-0.073	-0.076	0.056	0.056	0.055	0.055
tp_region_southw	-0.078	-0.022	0.007	0.007	-0.009	-0.013	-0.012	-0.001	-0.051	0.010	0.018	0.021	0.014	-0.003	0.017	0.059	0.054	0.007	-0.008	-0.007	-0.230	-0.052	-0.059	-0.037	-0.039	-0.063	-0.040	-0.036	-0.088	1.000	-0.059	-0.061	-0.061	0.036	0.036	0.036	0.036
tp_region_wales	-0.024	0.039	-0.011	0.006	-0.040	-0.010	0.037	0.046	0.025	0.040	0.066	-0.010	0.023	-0.002	0.051	-0.020	0.108	0.049	-0.012	-0.045	-0.136	-0.038	-0.040	-0.022	-0.031	-0.042	-0.038	-0.021	-0.059	-0.059	1.000	-0.049	-0.045	0.074	0.074	0.074	0.074
tp_region_westmid	-0.002	-0.013	0.014	0.005	0.007	0.019	0.020	0.017	0.051	0.055	0.084	0.013	-0.006	0.049	0.029	-0.019	0.116	0.040	0.035	-0.027	-0.160	-0.040	-0.024	-0.031	-0.032	-0.049	-0.033	-0.025	-0.073	-0.061	-0.049	1.000	-0.053	0.070	0.070	0.071	0.071
tp_region_yorkshire	-0.031	-0.012	-0.013	0.011	0.007	-0.022	0.039	0.062	0.016	0.070	0.083	-0.002	-0.006	-0.003	0.071	-0.002	0.108	0.072	-0.005	-0.021	-0.171	-0.039	-0.031	-0.023	-0.018	-0.041	-0.038	-0.031	-0.076	-0.061	-0.045	-0.053	1.000	0.084	0.084	0.083	0.084
incurred	0.001	-0.005	-0.010	0.006	0.009	0.019	0.038	0.038	0.183	0.182	0.244	0.062	0.002	0.018	0.177	-0.181	0.397	0.200	0.043	-0.223	-0.113	0.044	0.028	0.029	0.044	0.086	0.044	0.060	0.056	0.036	0.074	0.070	0.084	1.000	0.999	1.000	0.999
capped_incurred	0.001	-0.005	-0.010	0.006	0.009	0.019	0.038	0.038	0.183	0.183	0.244	0.062	0.002	0.018	0.177	-0.181	0.398	0.200	0.043	-0.223	-0.113	0.044	0.028	0.029	0.044	0.087	0.044	0.060	0.056	0.036	0.074	0.070	0.084	0.999	1.000	0.999	1.000
incurred_log	0.000	-0.005	-0.010	0.006	0.009	0.018	0.038	0.038	0.182	0.182	0.244	0.062	0.002	0.018	0.177	-0.180	0.397	0.200	0.043	-0.223	-0.113	0.044	0.028	0.028	0.044	0.087	0.044	0.060	0.055	0.036	0.074	0.071	0.083	1.000	0.999	1.000	0.999
capped_incurred_log	0.000	-0.005	-0.010	0.006	0.009	0.018	0.038	0.038	0.182	0.183	0.244	0.062	0.002	0.018	0.177	-0.180	0.398	0.200	0.043	-0.223	-0.113	0.044	0.028	0.029	0.044	0.088	0.044	0.060	0.055	0.036	0.074	0.071	0.084	0.999	1.000	0.999	1.000

	claim_number	notifier	notification_period	inception_to_loss	location_of_incident	weather_conditions	vehicle_mobile	time_hour	main_driver	ph_considered_tp_at_fault	vechile_registration_present	incident_details_present	injury_details_present	tp_type_insd_pass_back	tp_type_driver	tp_type_pass_back	tp_type_pass_front	tp_type_bike	tp_type_cyclist	tp_type_pedestrian	tp_type_other	tp_type_nk	tp_injury_whiplash	tp_injury_traumatic	tp_injury_fatality	tp_injury_unclear	tp_injury_nk	tp_region_eastang	tp_region_eastmid	tp_region_london	tp_region_north	tp_region_northw	tp_region_outerldn	tp_region_scotland	tp_region_southe	tp_region_southw	tp_region_wales	tp_region_westmid	tp_region_yorkshire	incurred	capped_incurred	incurred_log	capped_incurred_log
claim_number	1.000	0.746	0.051	0.000	0.116	0.389	0.202	0.058	0.691	0.746	0.019	0.391	0.085	0.096	0.560	0.038	0.074	0.000	0.000	0.001	0.090	0.546	0.094	0.135	0.045	0.105	0.141	0.000	0.000	0.020	0.023	0.000	0.000	0.000	0.089	0.085	0.034	0.000	0.039	0.000	0.083	0.150	0.218
notifier	0.746	1.000	0.236	0.000	0.249	0.268	0.376	0.327	0.268	0.154	0.013	0.098	0.076	0.000	0.133	0.066	0.042	0.000	0.000	0.000	0.047	0.113	0.051	0.024	0.000	0.067	0.060	0.011	0.064	0.000	0.000	0.034	0.000	0.000	0.065	0.026	0.054	0.052	0.030	0.021	0.111	0.112	0.127
notification_period	0.051	0.236	1.000	0.000	0.190	0.193	0.344	0.250	0.097	0.021	0.000	0.059	0.067	0.000	0.000	0.000	0.000	0.058	0.049	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.097	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
inception_to_loss	0.000	0.000	0.000	1.000	0.000	0.002	0.000	0.031	0.000	0.000	0.000	0.026	0.000	0.000	0.000	0.010	0.000	0.000	0.000	0.009	0.000	0.000	0.019	0.057	0.000	0.000	0.000	0.000	0.000	0.006	0.000	0.000	0.023	0.000	0.011	0.000	0.000	0.035	0.000	0.035	0.000	0.000	0.050
location_of_incident	0.116	0.249	0.190	0.000	1.000	0.468	0.478	0.308	0.195	0.096	0.024	0.066	0.228	0.035	0.077	0.022	0.072	0.000	0.048	0.000	0.073	0.051	0.094	0.067	0.048	0.148	0.054	0.000	0.050	0.110	0.000	0.125	0.019	0.000	0.152	0.067	0.069	0.000	0.023	0.124	0.103	0.147	0.141
weather_conditions	0.389	0.268	0.193	0.002	0.468	1.000	0.349	0.404	0.105	0.105	0.049	0.073	0.115	0.000	0.051	0.037	0.004	0.000	0.000	0.000	0.035	0.071	0.043	0.000	0.042	0.081	0.033	0.037	0.000	0.033	0.000	0.000	0.000	0.050	0.032	0.050	0.033	0.000	0.027	0.043	0.035	0.085	0.077
vehicle_mobile	0.202	0.376	0.344	0.000	0.478	0.349	1.000	0.529	0.460	0.098	0.004	0.042	0.229	0.081	0.205	0.108	0.225	0.000	0.000	0.000	0.117	0.164	0.200	0.140	0.128	0.228	0.139	0.096	0.054	0.084	0.052	0.029	0.000	0.079	0.141	0.076	0.089	0.046	0.088	0.077	0.265	0.282	0.286
time_hour	0.058	0.327	0.250	0.031	0.308	0.404	0.529	1.000	0.199	0.000	0.000	0.050	0.178	0.073	0.044	0.027	0.088	0.000	0.000	0.000	0.063	0.023	0.073	0.140	0.031	0.083	0.052	0.037	0.040	0.157	0.110	0.029	0.042	0.000	0.061	0.048	0.029	0.034	0.000	0.015	0.145	0.156	0.146
main_driver	0.691	0.268	0.097	0.000	0.195	0.105	0.460	0.199	1.000	0.510	0.012	0.102	0.016	0.029	0.715	0.000	0.067	0.066	0.007	0.000	0.086	0.693	0.041	0.075	0.000	0.080	0.155	0.053	0.000	0.019	0.040	0.000	0.027	0.000	0.108	0.151	0.021	0.052	0.051	0.000	0.028	0.068	0.118
ph_considered_tp_at_fault	0.746	0.154	0.021	0.000	0.096	0.105	0.098	0.000	0.510	1.000	0.000	0.320	0.029	0.036	0.569	0.000	0.040	0.000	0.000	0.000	0.066	0.547	0.105	0.079	0.000	0.120	0.124	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.061	0.075	0.002	0.000	0.026	0.000	0.053	0.081	0.126
vechile_registration_present	0.019	0.013	0.000	0.000	0.024	0.049	0.004	0.000	0.012	0.000	1.000	0.000	0.000	0.000	0.117	0.006	0.000	0.000	0.000	0.000	0.153	0.000	0.103	0.000	0.000	0.387	0.045	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.035	0.000	0.381	0.000	0.000	0.000	0.000	0.143	0.164
incident_details_present	0.391	0.098	0.059	0.026	0.066	0.073	0.042	0.050	0.102	0.320	0.000	1.000	0.152	0.022	0.343	0.000	0.000	0.000	0.000	0.000	0.015	0.338	0.039	0.016	0.001	0.018	0.044	0.000	0.018	0.005	0.006	0.025	0.000	0.000	0.028	0.000	0.000	0.013	0.006	0.000	0.034	0.030	0.043
injury_details_present	0.085	0.076	0.067	0.000	0.228	0.115	0.229	0.178	0.016	0.029	0.000	0.152	1.000	0.117	0.121	0.026	0.052	0.000	0.000	0.000	0.057	0.084	0.178	0.154	0.023	0.198	0.134	0.070	0.055	0.000	0.037	0.057	0.051	0.086	0.036	0.049	0.029	0.020	0.078	0.070	0.215	0.257	0.241
tp_type_insd_pass_back	0.096	0.000	0.000	0.000	0.035	0.000	0.081	0.073	0.029	0.036	0.000	0.022	0.117	1.000	0.038	0.049	0.052	0.000	0.000	0.000	0.000	0.047	0.240	0.360	0.167	0.380	0.330	0.133	0.064	0.326	0.116	0.224	0.000	0.080	0.324	0.027	0.146	0.045	0.142	0.119	0.120	0.119	0.067
tp_type_driver	0.560	0.133	0.000	0.000	0.077	0.051	0.205	0.044	0.715	0.569	0.117	0.343	0.121	0.038	1.000	0.092	0.276	0.150	0.000	0.099	0.082	0.768	0.253	0.154	0.078	0.550	0.341	0.066	0.064	0.000	0.036	0.081	0.128	0.000	0.219	0.092	0.054	0.078	0.114	0.197	0.265	0.248	0.237
tp_type_pass_back	0.038	0.066	0.000	0.010	0.022	0.037	0.108	0.027	0.000	0.000	0.006	0.000	0.026	0.049	0.092	1.000	0.353	0.000	0.000	0.000	0.128	0.069	0.717	0.198	0.000	0.160	0.318	0.094	0.446	0.647	0.145	0.168	0.236	0.183	0.437	0.184	0.336	0.717	0.221	0.123	0.283	0.237	0.231
tp_type_pass_front	0.074	0.042	0.000	0.000	0.072	0.004	0.225	0.088	0.067	0.040	0.000	0.000	0.052	0.052	0.276	0.353	1.000	0.000	0.007	0.000	0.103	0.222	0.580	0.295	0.173	0.280	0.163	0.271	0.201	0.100	0.103	0.325	0.301	0.210	0.329	0.294	0.284	0.245	0.367	0.147	0.435	0.403	0.413
tp_type_bike	0.000	0.000	0.058	0.000	0.000	0.000	0.000	0.000	0.066	0.000	0.000	0.000	0.000	0.000	0.150	0.000	0.000	1.000	0.000	0.000	0.000	0.080	0.083	0.043	0.017	0.078	0.015	0.000	0.000	0.000	0.000	0.087	0.000	0.000	0.000	0.000	0.000	0.093	0.000	0.083	0.163	0.147	0.092
tp_type_cyclist	0.000	0.000	0.049	0.000	0.048	0.000	0.000	0.000	0.007	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.007	0.000	1.000	0.000	0.000	0.000	0.029	0.000	0.000	0.023	0.000	0.000	0.138	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
tp_type_pedestrian	0.001	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.099	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.099	0.000	0.046	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.202	0.000	0.000	0.066	0.026	0.000
tp_type_other	0.090	0.047	0.000	0.000	0.073	0.035	0.117	0.063	0.086	0.066	0.153	0.015	0.057	0.000	0.082	0.128	0.103	0.000	0.000	0.000	1.000	0.114	0.232	0.105	0.126	0.576	0.341	0.055	0.176	0.216	0.000	0.644	0.103	0.071	0.095	0.395	0.457	0.365	0.100	0.265	0.262	0.246	0.204
tp_type_nk	0.546	0.113	0.000	0.000	0.051	0.071	0.164	0.023	0.693	0.547	0.000	0.338	0.084	0.047	0.768	0.069	0.222	0.080	0.000	0.000	0.114	1.000	0.232	0.108	0.002	0.681	0.645	0.060	0.022	0.000	0.000	0.188	0.040	0.000	0.114	0.155	0.017	0.071	0.141	0.000	0.230	0.214	0.233
tp_injury_whiplash	0.094	0.051	0.000	0.019	0.094	0.043	0.200	0.073	0.041	0.105	0.103	0.039	0.178	0.240	0.253	0.717	0.580	0.083	0.029	0.000	0.232	0.232	1.000	0.159	0.021	0.590	0.288	0.095	0.234	0.661	0.178	0.551	0.221	0.275	0.299	0.161	0.271	0.555	0.322	0.000	0.464	0.432	0.434
tp_injury_traumatic	0.135	0.024	0.000	0.057	0.067	0.000	0.140	0.140	0.075	0.079	0.000	0.016	0.154	0.360	0.154	0.198	0.295	0.043	0.000	0.099	0.105	0.108	0.159	1.000	0.122	0.252	0.138	0.111	0.183	0.037	0.583	0.298	0.069	0.095	0.460	0.086	0.113	0.103	0.151	0.315	0.425	0.464	0.352
tp_injury_fatality	0.045	0.000	0.000	0.000	0.048	0.042	0.128	0.031	0.000	0.000	0.000	0.001	0.023	0.167	0.078	0.000	0.173	0.017	0.000	0.000	0.126	0.002	0.021	0.122	1.000	0.044	0.102	0.833	0.000	0.000	0.000	0.155	0.000	0.000	0.448	0.086	0.000	0.043	0.050	0.372	0.184	0.290	0.058
tp_injury_unclear	0.105	0.067	0.000	0.000	0.148	0.081	0.228	0.083	0.080	0.120	0.387	0.018	0.198	0.380	0.550	0.160	0.280	0.078	0.023	0.046	0.576	0.681	0.590	0.252	0.044	1.000	0.650	0.072	0.105	0.305	0.062	0.471	0.062	0.044	0.136	0.523	0.495	0.106	0.111	0.217	0.387	0.384	0.363
tp_injury_nk	0.141	0.060	0.000	0.000	0.054	0.033	0.139	0.052	0.155	0.124	0.045	0.044	0.134	0.330	0.341	0.318	0.163	0.015	0.000	0.000	0.341	0.645	0.288	0.138	0.102	0.650	1.000	0.095	0.172	0.084	0.073	0.111	0.091	0.065	0.209	0.195	0.230	0.232	0.142	0.241	0.208	0.183	0.177
tp_region_eastang	0.000	0.011	0.000	0.000	0.000	0.037	0.096	0.037	0.053	0.000	0.000	0.000	0.070	0.133	0.066	0.094	0.271	0.000	0.000	0.000	0.055	0.060	0.095	0.111	0.833	0.072	0.095	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.304	0.131	0.177	0.078
tp_region_eastmid	0.000	0.064	0.000	0.000	0.050	0.000	0.054	0.040	0.000	0.000	0.000	0.018	0.055	0.064	0.064	0.446	0.201	0.000	0.138	0.000	0.176	0.022	0.234	0.183	0.000	0.105	0.172	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.181	0.122	0.129	0.070
tp_region_london	0.020	0.000	0.097	0.006	0.110	0.033	0.084	0.157	0.019	0.000	0.000	0.005	0.000	0.326	0.000	0.647	0.100	0.000	0.000	0.000	0.216	0.000	0.661	0.037	0.000	0.305	0.084	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.126	0.054	0.000
tp_region_north	0.023	0.000	0.000	0.000	0.000	0.000	0.052	0.110	0.040	0.000	0.000	0.006	0.037	0.116	0.036	0.145	0.103	0.000	0.000	0.000	0.000	0.000	0.178	0.583	0.000	0.062	0.073	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.162	0.144	0.081	0.084
tp_region_northw	0.000	0.034	0.000	0.000	0.125	0.000	0.029	0.029	0.000	0.000	0.000	0.025	0.057	0.224	0.081	0.168	0.325	0.087	0.000	0.000	0.644	0.188	0.551	0.298	0.155	0.471	0.111	0.000	0.000	0.000	0.000	1.000	0.035	0.000	0.000	0.000	0.000	0.000	0.006	0.093	0.214	0.175	0.141
tp_region_outerldn	0.000	0.000	0.000	0.023	0.019	0.000	0.000	0.042	0.027	0.000	0.000	0.000	0.051	0.000	0.128	0.236	0.301	0.000	0.000	0.000	0.103	0.040	0.221	0.069	0.000	0.062	0.091	0.000	0.000	0.000	0.000	0.035	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.130	0.081	0.069
tp_region_scotland	0.000	0.000	0.000	0.000	0.000	0.050	0.079	0.000	0.000	0.000	0.000	0.000	0.086	0.080	0.000	0.183	0.210	0.000	0.000	0.000	0.071	0.000	0.275	0.095	0.000	0.044	0.065	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.098	0.128	0.114	0.081
tp_region_southe	0.089	0.065	0.000	0.011	0.152	0.032	0.141	0.061	0.108	0.061	0.035	0.028	0.036	0.324	0.219	0.437	0.329	0.000	0.000	0.000	0.095	0.114	0.299	0.460	0.448	0.136	0.209	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.047	0.000	0.005	0.027	0.294	0.181	0.215	0.098
tp_region_southw	0.085	0.026	0.000	0.000	0.067	0.050	0.076	0.048	0.151	0.075	0.000	0.000	0.049	0.027	0.092	0.184	0.294	0.000	0.000	0.000	0.395	0.155	0.161	0.086	0.086	0.523	0.195	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.047	1.000	0.000	0.046	0.029	0.064	0.171	0.181	0.118
tp_region_wales	0.034	0.054	0.000	0.000	0.069	0.033	0.089	0.029	0.021	0.002	0.381	0.000	0.029	0.146	0.054	0.336	0.284	0.000	0.000	0.000	0.457	0.017	0.271	0.113	0.000	0.495	0.230	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.157	0.111	0.110
tp_region_westmid	0.000	0.052	0.000	0.035	0.000	0.000	0.046	0.034	0.052	0.000	0.000	0.013	0.020	0.045	0.078	0.717	0.245	0.093	0.000	0.202	0.365	0.071	0.555	0.103	0.043	0.106	0.232	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.046	0.000	1.000	0.000	0.000	0.182	0.154	0.127
tp_region_yorkshire	0.039	0.030	0.000	0.000	0.023	0.027	0.088	0.000	0.051	0.026	0.000	0.006	0.078	0.142	0.114	0.221	0.367	0.000	0.000	0.000	0.100	0.141	0.322	0.151	0.050	0.111	0.142	0.000	0.000	0.000	0.000	0.006	0.000	0.000	0.027	0.029	0.000	0.000	1.000	0.101	0.208	0.193	0.164
incurred	0.000	0.021	0.000	0.035	0.124	0.043	0.077	0.015	0.000	0.000	0.000	0.000	0.070	0.119	0.197	0.123	0.147	0.083	0.000	0.000	0.265	0.000	0.000	0.315	0.372	0.217	0.241	0.304	0.181	0.000	0.162	0.093	0.000	0.098	0.294	0.064	0.000	0.000	0.101	1.000	0.323	0.717	0.146
capped_incurred	0.083	0.111	0.000	0.000	0.103	0.035	0.265	0.145	0.028	0.053	0.000	0.034	0.215	0.120	0.265	0.283	0.435	0.163	0.000	0.066	0.262	0.230	0.464	0.425	0.184	0.387	0.208	0.131	0.122	0.126	0.144	0.214	0.130	0.128	0.181	0.171	0.157	0.182	0.208	0.323	1.000	0.888	0.862
incurred_log	0.150	0.112	0.000	0.000	0.147	0.085	0.282	0.156	0.068	0.081	0.143	0.030	0.257	0.119	0.248	0.237	0.403	0.147	0.000	0.026	0.246	0.214	0.432	0.464	0.290	0.384	0.183	0.177	0.129	0.054	0.081	0.175	0.081	0.114	0.215	0.181	0.111	0.154	0.193	0.717	0.888	1.000	0.981
capped_incurred_log	0.218	0.127	0.000	0.050	0.141	0.077	0.286	0.146	0.118	0.126	0.164	0.043	0.241	0.067	0.237	0.231	0.413	0.092	0.000	0.000	0.204	0.233	0.434	0.352	0.058	0.363	0.177	0.078	0.070	0.000	0.084	0.141	0.069	0.081	0.098	0.118	0.110	0.127	0.164	0.146	0.862	0.981	1.000

	incident_details_present	injury_details_present	location_of_incident	main_driver	notifier	ph_considered_tp_at_fault	tp_injury_fatality	tp_injury_traumatic	tp_region_north	tp_type_bike	tp_type_cyclist	tp_type_insd_pass_back	tp_type_pass_front	tp_type_pedestrian	vechile_registration_present	vehicle_mobile	weather_conditions
incident_details_present	1.000	0.097	0.050	0.168	0.120	0.214	0.002	0.020	0.007	0.000	0.000	0.027	0.000	0.000	0.000	0.070	0.048
injury_details_present	0.097	1.000	0.171	0.026	0.093	0.019	0.039	0.188	0.046	0.000	0.000	0.143	0.087	0.000	0.000	0.375	0.076
location_of_incident	0.050	0.171	1.000	0.125	0.155	0.043	0.030	0.041	0.000	0.000	0.036	0.022	0.046	0.000	0.018	0.346	0.224
main_driver	0.168	0.026	0.125	1.000	0.210	0.510	0.000	0.056	0.030	0.019	0.012	0.022	0.020	0.000	0.020	0.179	0.099
notifier	0.120	0.093	0.155	0.210	1.000	0.127	0.000	0.009	0.000	0.000	0.000	0.000	0.031	0.000	0.015	0.307	0.222
ph_considered_tp_at_fault	0.214	0.019	0.043	0.510	0.127	1.000	0.000	0.064	0.000	0.000	0.000	0.030	0.037	0.000	0.000	0.093	0.042
tp_injury_fatality	0.002	0.039	0.030	0.000	0.000	0.000	1.000	0.092	0.000	0.005	0.000	0.127	0.053	0.000	0.000	0.038	0.039
tp_injury_traumatic	0.020	0.188	0.041	0.056	0.009	0.064	0.092	1.000	0.251	0.032	0.000	0.141	0.233	0.121	0.000	0.106	0.000
tp_region_north	0.007	0.046	0.000	0.030	0.000	0.000	0.000	0.251	1.000	0.000	0.000	0.044	0.077	0.000	0.000	0.039	0.000
tp_type_bike	0.000	0.000	0.000	0.019	0.000	0.000	0.005	0.032	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
tp_type_cyclist	0.000	0.000	0.036	0.012	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.012	0.000	0.000	0.000	0.000
tp_type_insd_pass_back	0.027	0.143	0.022	0.022	0.000	0.030	0.127	0.141	0.044	0.000	0.000	1.000	0.039	0.000	0.000	0.061	0.000
tp_type_pass_front	0.000	0.087	0.046	0.020	0.031	0.037	0.053	0.233	0.077	0.000	0.012	0.039	1.000	0.000	0.000	0.072	0.004
tp_type_pedestrian	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.121	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000
vechile_registration_present	0.000	0.000	0.018	0.020	0.015	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.007	0.032
vehicle_mobile	0.070	0.375	0.346	0.179	0.307	0.093	0.038	0.106	0.039	0.000	0.000	0.061	0.072	0.000	0.007	1.000	0.338
weather_conditions	0.048	0.076	0.224	0.099	0.222	0.042	0.039	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.032	0.338	1.000

	capped_incurred	capped_incurred_log	claim_number	inception_to_loss	incident_details_present	incurred	incurred_log	injury_details_present	location_of_incident	main_driver	notification_period	notifier	ph_considered_tp_at_fault	time_hour	tp_injury_fatality	tp_injury_nk	tp_injury_traumatic	tp_injury_unclear	tp_injury_whiplash	tp_region_eastang	tp_region_eastmid	tp_region_london	tp_region_north	tp_region_northw	tp_region_outerldn	tp_region_scotland	tp_region_southe	tp_region_southw	tp_region_wales	tp_region_westmid	tp_region_yorkshire	tp_type_bike	tp_type_cyclist	tp_type_driver	tp_type_insd_pass_back	tp_type_nk	tp_type_other	tp_type_pass_back	tp_type_pass_front	tp_type_pedestrian	vechile_registration_present	vehicle_mobile	weather_conditions
capped_incurred	1.000	1.000	0.003	-0.014	0.026	1.000	1.000	0.165	0.049	0.016	-0.007	0.046	0.038	0.010	0.111	-0.141	0.190	-0.279	0.491	0.054	0.035	0.035	0.060	0.106	0.054	0.074	0.068	0.044	0.090	0.086	0.103	0.098	0.000	0.226	0.072	-0.224	0.218	0.224	0.290	0.051	0.000	0.164	0.021
capped_incurred_log	1.000	1.000	0.002	-0.015	0.033	1.000	1.000	0.185	0.067	0.070	-0.008	0.053	0.092	0.009	0.034	-0.141	0.153	-0.279	0.491	0.054	0.034	0.035	0.035	0.107	0.054	0.073	0.068	0.044	0.090	0.087	0.103	0.055	0.000	0.225	0.040	-0.223	0.218	0.224	0.273	0.000	0.125	0.178	0.046
claim_number	0.003	0.002	1.000	0.029	0.300	0.003	0.002	0.065	0.055	0.545	-0.058	0.403	0.555	-0.003	0.027	0.170	0.056	-0.084	0.055	-0.033	-0.027	-0.011	0.009	-0.014	-0.015	-0.006	-0.087	-0.096	-0.029	-0.002	-0.038	0.000	0.000	0.646	0.040	-0.654	-0.062	0.038	0.044	0.000	0.015	0.122	0.242
inception_to_loss	-0.014	-0.015	0.029	1.000	0.020	-0.014	-0.015	0.000	0.000	0.000	-0.011	0.000	0.000	-0.008	0.000	0.001	0.024	-0.001	-0.012	0.023	0.000	0.002	0.000	-0.012	-0.010	-0.010	-0.011	0.008	-0.014	0.017	-0.016	0.000	0.000	0.014	0.000	-0.014	-0.004	-0.001	0.000	0.007	0.000	0.000	0.001
incident_details_present	0.026	0.033	0.300	0.020	1.000	0.000	0.023	0.097	0.050	0.168	0.044	0.120	0.214	0.039	0.002	0.047	0.020	0.014	0.029	0.000	0.019	0.003	0.007	0.019	0.000	0.000	0.028	0.000	0.000	0.014	0.004	0.000	0.000	0.247	0.027	0.243	0.016	0.000	0.000	0.000	0.000	0.070	0.048
incurred	1.000	1.000	0.003	-0.014	0.000	1.000	1.000	0.075	0.066	0.000	-0.007	0.014	0.000	0.010	0.270	-0.141	0.207	-0.279	0.490	0.054	0.035	0.035	0.104	0.106	0.054	0.073	0.068	0.045	0.090	0.086	0.103	0.055	0.000	0.226	0.082	-0.224	0.218	0.224	0.099	0.000	0.000	0.052	0.029
incurred_log	1.000	1.000	0.002	-0.015	0.023	1.000	1.000	0.197	0.070	0.040	-0.007	0.046	0.059	0.009	0.181	-0.141	0.210	-0.278	0.490	0.054	0.035	0.035	0.034	0.107	0.054	0.073	0.068	0.044	0.090	0.087	0.103	0.088	0.000	0.225	0.072	-0.223	0.218	0.224	0.265	0.020	0.109	0.176	0.051
injury_details_present	0.165	0.185	0.065	0.000	0.097	0.075	0.197	1.000	0.171	0.026	0.051	0.093	0.019	0.136	0.039	0.143	0.188	0.149	0.134	0.050	0.059	0.000	0.046	0.043	0.037	0.062	0.036	0.035	0.031	0.022	0.056	0.000	0.000	0.087	0.143	0.061	0.061	0.028	0.087	0.000	0.000	0.375	0.076
location_of_incident	0.049	0.067	0.055	0.000	0.050	0.066	0.070	0.171	1.000	0.125	0.092	0.155	0.043	0.152	0.030	0.029	0.041	0.050	0.031	0.000	0.027	0.037	0.000	0.042	0.010	0.000	0.075	0.037	0.037	0.000	0.013	0.000	0.036	0.043	0.022	0.028	0.039	0.012	0.046	0.000	0.018	0.346	0.224
main_driver	0.016	0.070	0.545	0.000	0.168	0.000	0.040	0.026	0.125	1.000	0.057	0.210	0.510	0.120	0.000	0.104	0.056	0.050	0.026	0.022	0.000	0.012	0.030	0.000	0.011	0.000	0.047	0.063	0.014	0.035	0.021	0.019	0.012	0.396	0.022	0.376	0.057	0.000	0.020	0.000	0.020	0.179	0.099
notification_period	-0.007	-0.008	-0.058	-0.011	0.044	-0.007	-0.007	0.051	0.092	0.057	1.000	0.100	0.012	0.184	0.000	0.032	0.000	-0.027	0.042	-0.009	0.010	0.014	0.000	0.007	-0.012	0.015	-0.029	-0.025	0.043	-0.015	-0.013	0.034	0.038	-0.052	0.000	0.030	0.033	0.047	0.000	0.000	0.000	0.218	0.115
notifier	0.046	0.053	0.403	0.000	0.120	0.014	0.046	0.093	0.155	0.210	0.100	1.000	0.127	0.142	0.000	0.038	0.009	0.041	0.031	0.008	0.041	0.000	0.000	0.021	0.000	0.000	0.038	0.017	0.034	0.033	0.020	0.000	0.000	0.090	0.000	0.076	0.030	0.042	0.031	0.000	0.015	0.307	0.222
ph_considered_tp_at_fault	0.038	0.092	0.555	0.000	0.214	0.000	0.059	0.019	0.043	0.510	0.012	0.127	1.000	0.000	0.000	0.085	0.064	0.054	0.047	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.039	0.048	0.001	0.000	0.017	0.000	0.000	0.403	0.030	0.384	0.046	0.000	0.037	0.000	0.000	0.093	0.042
time_hour	0.010	0.009	-0.003	-0.008	0.039	0.010	0.009	0.136	0.152	0.120	0.184	0.142	0.000	1.000	0.018	-0.010	0.058	-0.009	0.051	-0.002	0.018	0.009	0.046	0.022	-0.000	0.003	-0.001	0.009	0.007	0.006	0.013	0.000	0.000	0.017	0.031	-0.020	-0.010	0.016	0.052	0.000	0.000	0.374	0.253
tp_injury_fatality	0.111	0.034	0.027	0.000	0.002	0.270	0.181	0.039	0.030	0.000	0.000	0.000	0.000	0.018	1.000	0.069	0.092	0.028	0.013	0.521	0.000	0.000	0.000	0.098	0.000	0.000	0.221	0.035	0.000	0.028	0.021	0.005	0.000	0.032	0.127	0.001	0.084	0.000	0.053	0.000	0.000	0.038	0.039
tp_injury_nk	-0.141	-0.141	0.170	0.001	0.047	-0.141	-0.141	0.143	0.029	0.104	0.032	0.038	0.085	-0.010	0.069	1.000	0.088	0.381	-0.133	-0.130	-0.139	-0.094	0.046	-0.148	-0.126	-0.083	-0.250	-0.236	-0.140	-0.165	-0.176	0.010	0.000	0.147	0.218	-0.033	0.079	-0.020	0.110	0.000	0.048	0.094	0.023
tp_injury_traumatic	0.190	0.153	0.056	0.024	0.020	0.207	0.210	0.188	0.041	0.056	0.000	0.009	0.064	0.058	0.092	0.088	1.000	0.157	0.098	0.075	0.118	0.022	0.251	0.188	0.046	0.064	0.287	0.058	0.072	0.066	0.102	0.032	0.000	0.105	0.141	0.073	0.067	0.127	0.233	0.121	0.000	0.106	0.000
tp_injury_unclear	-0.279	-0.279	-0.084	-0.001	0.014	-0.279	-0.278	0.149	0.050	0.050	-0.027	0.041	0.054	-0.009	0.028	0.381	0.157	1.000	-0.483	0.008	-0.007	-0.016	0.038	-0.066	0.007	-0.001	-0.017	-0.007	-0.046	-0.027	-0.022	0.049	0.017	-0.073	0.245	0.285	0.200	-0.080	0.185	0.034	0.290	0.148	0.036
tp_injury_whiplash	0.491	0.491	0.055	-0.012	0.029	0.490	0.490	0.134	0.031	0.026	0.042	0.031	0.047	0.051	0.013	-0.133	0.098	-0.483	1.000	0.034	0.079	0.059	0.109	0.155	0.062	0.066	0.086	0.055	0.110	0.118	0.111	0.052	0.021	0.307	0.149	-0.296	0.199	0.360	0.447	0.000	0.077	0.129	0.020
tp_region_eastang	0.054	0.054	-0.033	0.023	0.000	0.054	0.054	0.050	0.000	0.022	-0.009	0.008	0.000	-0.002	0.521	-0.130	0.075	0.008	0.034	1.000	-0.029	-0.012	0.000	-0.041	-0.023	-0.023	-0.048	-0.053	-0.039	-0.041	-0.039	0.000	0.000	0.010	0.090	0.003	0.017	0.031	0.116	0.000	0.000	0.039	0.024
tp_region_eastmid	0.035	0.034	-0.027	0.000	0.019	0.035	0.035	0.059	0.027	0.000	0.010	0.041	0.000	0.018	0.000	-0.139	0.118	-0.007	0.079	-0.029	1.000	-0.021	0.000	-0.030	-0.032	-0.026	-0.061	-0.059	-0.040	-0.024	-0.032	0.000	0.147	0.025	0.041	-0.005	0.058	0.037	0.137	0.000	0.000	0.036	0.000
tp_region_london	0.035	0.035	-0.011	0.002	0.003	0.035	0.035	0.000	0.037	0.012	0.014	0.000	0.000	0.009	0.000	-0.094	0.022	-0.016	0.059	-0.012	-0.021	1.000	0.000	-0.024	0.008	-0.008	-0.013	-0.037	-0.022	-0.031	-0.024	0.000	0.000	0.003	0.207	0.002	0.014	0.070	0.063	0.000	0.000	0.053	0.015
tp_region_north	0.060	0.035	0.009	0.000	0.007	0.104	0.034	0.046	0.000	0.030	0.000	0.000	0.000	0.046	0.000	0.046	0.251	0.038	0.109	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.024	0.044	0.000	0.000	0.093	0.077	0.000	0.000	0.039	0.000
tp_region_northw	0.106	0.107	-0.014	-0.012	0.019	0.106	0.107	0.043	0.042	0.000	0.007	0.021	0.000	0.022	0.098	-0.148	0.188	-0.066	0.155	-0.041	-0.030	-0.024	0.000	1.000	-0.036	-0.028	-0.066	-0.063	-0.042	-0.049	-0.041	0.055	0.000	0.060	0.139	-0.037	0.049	0.086	0.218	0.000	0.000	0.018	0.000
tp_region_outerldn	0.054	0.054	-0.015	-0.010	0.000	0.054	0.054	0.037	0.010	0.011	-0.012	0.000	0.000	-0.000	0.000	-0.126	0.046	0.007	0.062	-0.023	-0.032	0.008	0.000	-0.036	1.000	-0.022	-0.034	-0.040	-0.038	-0.033	-0.038	0.000	0.000	0.017	0.000	0.010	0.020	0.042	0.131	0.000	0.000	0.000	0.000
tp_region_scotland	0.074	0.073	-0.006	-0.010	0.000	0.073	0.073	0.062	0.000	0.000	0.015	0.000	0.000	0.003	0.000	-0.083	0.064	-0.001	0.066	-0.023	-0.026	-0.008	0.000	-0.028	-0.022	1.000	-0.037	-0.036	-0.021	-0.025	-0.031	0.000	0.000	0.008	0.054	-0.006	0.048	0.010	0.088	0.000	0.000	0.032	0.033
tp_region_southe	0.068	0.068	-0.087	-0.011	0.028	0.068	0.068	0.036	0.075	0.047	-0.029	0.038	0.039	-0.001	0.221	-0.250	0.287	-0.017	0.086	-0.048	-0.061	-0.013	0.000	-0.066	-0.034	-0.037	1.000	-0.089	-0.060	-0.074	-0.077	0.000	0.000	-0.025	0.193	0.039	0.056	0.039	0.153	0.000	0.035	0.062	0.020
tp_region_southw	0.044	0.044	-0.096	0.008	0.000	0.045	0.044	0.035	0.037	0.063	-0.025	0.017	0.048	0.009	0.035	-0.236	0.058	-0.007	0.055	-0.053	-0.059	-0.037	0.000	-0.063	-0.040	-0.036	-0.089	1.000	-0.060	-0.062	-0.061	0.000	0.000	-0.052	0.018	0.060	0.017	0.010	0.127	0.000	0.000	0.031	0.032
tp_region_wales	0.090	0.090	-0.029	-0.014	0.000	0.090	0.090	0.031	0.037	0.014	0.043	0.034	0.001	0.007	0.000	-0.140	0.072	-0.046	0.110	-0.039	-0.040	-0.022	0.000	-0.042	-0.038	-0.021	-0.060	-0.060	1.000	-0.049	-0.046	0.000	0.000	0.026	0.093	-0.020	0.051	0.041	0.199	0.000	0.408	0.060	0.023
tp_region_westmid	0.086	0.087	-0.002	0.017	0.014	0.086	0.087	0.022	0.000	0.035	-0.015	0.033	0.000	0.006	0.028	-0.165	0.066	-0.027	0.118	-0.041	-0.024	-0.031	0.000	-0.049	-0.033	-0.025	-0.074	-0.062	-0.049	1.000	-0.054	0.062	0.000	0.052	0.029	-0.019	0.029	0.056	0.169	0.216	0.000	0.030	0.000
tp_region_yorkshire	0.103	0.103	-0.038	-0.016	0.004	0.103	0.103	0.056	0.013	0.021	-0.013	0.020	0.017	0.013	0.021	-0.176	0.102	-0.022	0.111	-0.039	-0.032	-0.024	0.000	-0.041	-0.038	-0.031	-0.077	-0.061	-0.046	-0.054	1.000	0.000	0.000	0.016	0.096	-0.002	0.072	0.070	0.164	0.000	0.000	0.036	0.017
tp_type_bike	0.098	0.055	0.000	0.000	0.000	0.055	0.088	0.000	0.000	0.019	0.034	0.000	0.000	0.000	0.005	0.010	0.032	0.049	0.052	0.000	0.000	0.000	0.000	0.055	0.000	0.000	0.000	0.000	0.000	0.062	0.000	1.000	0.000	0.062	0.000	0.033	0.000	0.000	0.000	0.000	0.000	0.000	0.000
tp_type_cyclist	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.036	0.012	0.038	0.000	0.000	0.000	0.000	0.000	0.000	0.017	0.021	0.000	0.147	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.012	0.000	0.000	0.000	0.000
tp_type_driver	0.226	0.225	0.646	0.014	0.247	0.226	0.225	0.087	0.043	0.396	-0.052	0.090	0.403	0.017	0.032	0.147	0.105	-0.073	0.307	0.010	0.025	0.003	0.024	0.060	0.017	0.008	-0.025	-0.052	0.026	0.052	0.016	0.062	0.000	1.000	0.025	-0.823	-0.011	0.111	0.119	0.071	0.084	0.086	0.033
tp_type_insd_pass_back	0.072	0.040	0.040	0.000	0.027	0.082	0.072	0.143	0.022	0.022	0.000	0.000	0.030	0.031	0.127	0.218	0.141	0.245	0.149	0.090	0.041	0.207	0.044	0.139	0.000	0.054	0.193	0.018	0.093	0.029	0.096	0.000	0.000	0.025	1.000	0.031	0.000	0.031	0.039	0.000	0.000	0.061	0.000
tp_type_nk	-0.224	-0.223	-0.654	-0.014	0.243	-0.224	-0.223	0.061	0.028	0.376	0.030	0.076	0.384	-0.020	0.001	-0.033	0.073	0.285	-0.296	0.003	-0.005	0.002	0.000	-0.037	0.010	-0.006	0.039	0.060	-0.020	-0.019	-0.002	0.033	0.000	-0.823	0.031	1.000	-0.164	-0.107	0.094	0.000	0.000	0.069	0.046
tp_type_other	0.218	0.218	-0.062	-0.004	0.016	0.218	0.218	0.061	0.039	0.057	0.033	0.030	0.046	-0.010	0.084	0.079	0.067	0.200	0.199	0.017	0.058	0.014	0.000	0.049	0.020	0.048	0.056	0.017	0.051	0.029	0.072	0.000	0.000	-0.011	0.000	-0.164	1.000	0.081	0.069	0.000	0.164	0.079	0.024
tp_type_pass_back	0.224	0.224	0.038	-0.001	0.000	0.224	0.224	0.028	0.012	0.000	0.047	0.042	0.000	0.016	0.000	-0.020	0.127	-0.080	0.360	0.031	0.037	0.070	0.093	0.086	0.042	0.010	0.039	0.010	0.041	0.056	0.070	0.000	0.000	0.111	0.031	-0.107	0.081	1.000	0.254	0.000	0.006	0.073	0.025
tp_type_pass_front	0.290	0.273	0.044	0.000	0.000	0.099	0.265	0.087	0.046	0.020	0.000	0.031	0.037	0.052	0.053	0.110	0.233	0.185	0.447	0.116	0.137	0.063	0.077	0.218	0.131	0.088	0.153	0.127	0.199	0.169	0.164	0.000	0.012	0.119	0.039	0.094	0.069	0.254	1.000	0.000	0.000	0.072	0.004
tp_type_pedestrian	0.051	0.000	0.000	0.007	0.000	0.000	0.020	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.121	0.034	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.216	0.000	0.000	0.000	0.071	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000
vechile_registration_present	0.000	0.125	0.015	0.000	0.000	0.000	0.109	0.000	0.018	0.020	0.000	0.015	0.000	0.000	0.000	0.048	0.000	0.290	0.077	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.035	0.000	0.408	0.000	0.000	0.000	0.000	0.084	0.000	0.000	0.164	0.006	0.000	0.000	1.000	0.007	0.032
vehicle_mobile	0.164	0.178	0.122	0.000	0.070	0.052	0.176	0.375	0.346	0.179	0.218	0.307	0.093	0.374	0.038	0.094	0.106	0.148	0.129	0.039	0.036	0.053	0.039	0.018	0.000	0.032	0.062	0.031	0.060	0.030	0.036	0.000	0.000	0.086	0.061	0.069	0.079	0.073	0.072	0.000	0.007	1.000	0.338
weather_conditions	0.021	0.046	0.242	0.001	0.048	0.029	0.051	0.076	0.224	0.099	0.115	0.222	0.042	0.253	0.039	0.023	0.000	0.036	0.020	0.024	0.000	0.015	0.000	0.000	0.000	0.033	0.020	0.032	0.023	0.000	0.017	0.000	0.000	0.033	0.000	0.046	0.024	0.025	0.004	0.000	0.032	0.338	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	claim_number	date_of_loss	notifier	notification_period	inception_to_loss	location_of_incident	weather_conditions	vehicle_mobile	time_hour	main_driver	ph_considered_tp_at_fault	vechile_registration_present	incident_details_present	injury_details_present	tp_type_driver	tp_type_nk	tp_injury_fatality	tp_injury_unclear	tp_injury_nk	tp_region_north	tp_region_northw	tp_region_southe	tp_region_wales	tp_region_westmid	incurred	capped_incurred	incurred_log	capped_incurred_log
0	1	2003-04-15	PH	22	13	Main Road	NORMAL	Y	10	Other	n/k	1	0	0	0	1	0	1	0	0	1	0	0	0	NaN	NaN	NaN	NaN
1	2	2003-04-20	CNF	1	9	Main Road	WET	Y	18	Other	n/k	1	1	0	0	1	0	1	0	0	0	1	0	0	2801.0	2801.0	7.937732	7.937732
2	3	2003-04-24	CNF	5	17	Main Road	WET	Y	16	Y	n/k	1	0	0	0	1	0	1	0	0	1	0	0	0	1221.0	1221.0	7.107425	7.107425
3	4	2003-05-13	CNF	1	23	Main Road	N/K	Y	14	Other	n/k	1	1	0	0	1	0	1	0	0	0	0	0	1	3530.0	3530.0	8.169053	8.169053
4	5	2003-06-11	CNF	1	48	Other	N/K	N	9	Other	n/k	1	1	0	0	1	0	1	1	0	0	0	0	0	3156.0	3156.0	8.057061	8.057061
5	6	2003-06-24	PH	16	23	Other	N/K	N	0	Other	n/k	1	1	0	1	0	1	1	2	0	0	0	0	0	10502.0	10502.0	9.259321	9.259321
6	7	2003-07-16	Other	5	4	Main Road	NORMAL	N	18	Other	n/k	1	0	0	0	1	0	1	0	1	0	0	0	0	91.0	91.0	4.510860	4.510860
7	8	2003-07-17	Other	0	40	Main Road	WET	Y	7	Other	n/k	1	1	0	0	1	0	1	0	0	0	0	1	0	9130.0	9130.0	9.119321	9.119321
8	9	2003-07-20	PH	4	26	Minor Road	WET	Y	22	Other	n/k	1	0	1	0	1	0	1	1	0	0	0	0	0	81.0	81.0	4.394449	4.394449
9	10	2003-07-29	CNF	2	85	Main Road	N/K	N	22	Other	n/k	1	0	1	0	1	0	1	0	1	0	0	0	0	447.0	447.0	6.102559	6.102559

	claim_number	date_of_loss	notifier	notification_period	inception_to_loss	location_of_incident	weather_conditions	vehicle_mobile	time_hour	main_driver	ph_considered_tp_at_fault	vechile_registration_present	incident_details_present	injury_details_present	tp_type_driver	tp_type_pass_back	tp_type_pass_front	tp_injury_whiplash	tp_injury_fatality	tp_injury_unclear	tp_injury_nk	tp_region_eastang	tp_region_northw	tp_region_scotland	tp_region_southe	tp_region_westmid	tp_region_yorkshire	incurred	capped_incurred	incurred_log	capped_incurred_log
7681	7682	2015-06-29	Other	1	34	Main Road	NORMAL	N	4	Y	N	1	1	1	1	1	1	0	0	2	3	0	0	0	0	0	0	930.0	930.0	6.835185	6.835185
7682	7683	2015-06-29	Other	1	249	Minor Road	N/K	N	10	Other	N	1	1	1	2	0	1	1	1	1	0	1	0	0	0	2	0	113759.0	50000.0	11.641837	10.819778
7683	7684	2015-06-29	Other	0	41	Main Road	N/K	Y	16	Y	#	1	1	0	1	0	0	0	0	1	1	0	0	0	0	0	0	NaN	NaN	NaN	NaN
7684	7685	2015-06-29	Other	0	73	Main Road	N/K	N	16	Y	N	1	1	0	1	0	0	0	0	1	1	0	0	0	0	0	0	6085.0	6085.0	8.713582	8.713582
7685	7686	2015-06-30	Other	1	128	Main Road	N/K	N	18	Y	N	1	0	1	1	1	0	0	0	2	0	0	0	2	0	0	0	17503.0	17503.0	9.770128	9.770128
7686	7687	2015-06-30	Other	1	83	Main Road	NORMAL	N	16	Other	N	1	1	1	1	0	0	0	0	1	0	0	1	0	0	0	0	703.0	703.0	6.555357	6.555357
7687	7688	2015-06-30	Other	0	25	Minor Road	N/K	Y	14	Y	N	1	1	1	1	0	1	2	0	0	0	0	0	0	0	0	2	42981.0	42981.0	10.668513	10.668513
7688	7689	2015-06-30	Other	0	60	Minor Road	NORMAL	Y	9	Other	N	1	1	0	1	0	0	0	0	1	0	0	0	0	1	0	0	5175.0	5175.0	8.551595	8.551595
7689	7690	2015-06-30	Other	1	253	Minor Road	NORMAL	N	19	Other	N	1	1	1	1	0	0	0	0	1	1	0	0	0	0	0	0	30072.0	30072.0	10.311350	10.311350
7690	7691	2015-06-30	Other	0	266	Minor Road	NORMAL	Y	14	Y	N	1	1	0	1	0	0	0	0	1	0	0	0	0	0	0	1	1925.0	1925.0	7.562681	7.562681

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values